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Edward Vytlacil

Citations

Many of the citations below have been collected in an experimental project, CitEc, where a more detailed citation analysis can be found. These are citations from works listed in RePEc that could be analyzed mechanically. So far, only a minority of all works could be analyzed. See under "Corrections" how you can help improve the citation analysis.

Blog mentions

As found by EconAcademics.org, the blog aggregator for Economics research:
  1. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.

    Mentioned in:

    1. Marrying ‘randomistas’ with ‘regressionistas’: A review of Ravallion’s review of Poor Economics
      by Berk Ozler in Development Impact on 2012-04-26 12:50:16
    2. GMM and its application outside finance
      by Chris Auld in ChrisAuld.com on 2013-10-22 00:55:38
    3. Causality and Econometrics
      by Liam Delaney in Geary Behaviour Centre on 2009-04-29 00:19:00
  2. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2010. "Estimating Marginal Returns to Education," NBER Working Papers 16474, National Bureau of Economic Research, Inc.

    Mentioned in:

    1. Estimating Marginal Returns to Education
      by maximorossi in NEP-LTV blog on 2010-11-05 16:43:52
    2. Marginal returns of education policies
      by Economic Logician in Economic Logic on 2010-11-16 21:03:00
  3. Pedro Carneiro & James Heckman & Edward Vytlacil, 2010. "Estimating marginal returns to education," CeMMAP working papers CWP29/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Mentioned in:

    1. Estimating Marginal Returns to Education
      by maximorossi in NEP-LTV blog on 2010-11-05 16:43:52
    2. Marginal returns of education policies
      by Economic Logician in Economic Logic on 2010-11-16 21:03:00

Wikipedia or ReplicationWiki mentions

(Only mentions on Wikipedia that link back to a page on a RePEc service)
  1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.

    Mentioned in:

    1. Estimating Marginal Returns to Education (AER 2011) in ReplicationWiki ()

Working papers

  1. Sukjin Han & Edward J. Vytlacil, 2013. "Identification in a Generalization of Bivariate Probit Models with Endogenous Regressors," Department of Economics Working Papers 130908, The University of Texas at Austin, Department of Economics.

    Cited by:

    1. Mourifié, Ismael & Méango, Romuald, 2014. "A note on the identification in two equations probit model with dummy endogenous regressor," Economics Letters, Elsevier, vol. 125(3), pages 360-363.
    2. Wheeler, Sarah Ann & Zuo, Alec, 2017. "The impact of drought and water scarcity on irrigator farm exit intentions in the Murray– Darling Basin," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 61(3), July.
    3. Zaccaria, Luana, 2023. "Are family and friends the wrong investors? Evidence from U.S. start-ups," Journal of Corporate Finance, Elsevier, vol. 79(C).
    4. Sengupta, Reshmi & Rooj, Debasis, 2019. "The effect of health insurance on hospitalization: Identification of adverse selection, moral hazard and the vulnerable population in the Indian healthcare market," World Development, Elsevier, vol. 122(C), pages 110-129.

  2. Pedro Carneiro & James Heckman & Edward Vytlacil, 2010. "Estimating marginal returns to education," CeMMAP working papers CWP29/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Cited by:

    1. Ward, Shannon & Williams, J. & van Ours, Jan, 2015. "Bad Behavior : Delinquency, Arrest and Early School Leaving," Discussion Paper 2015-040, Tilburg University, Center for Economic Research.
    2. Dominik Sachs & Sebastian Findeisen, 2016. "Optimal Financial Aid Policies for Students," 2016 Meeting Papers 1421, Society for Economic Dynamics.
    3. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    4. Kamhöfer, Daniel A. & Westphal, Matthias, 2017. "Fertility effects of college education: Evidence from the German educational expansion," Ruhr Economic Papers 717, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    5. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    6. Elizabeth M. Caucutt & Lance Lochner & Youngmin Park, 2015. "Correlation, Consumption, Confusion, or Constraints: Why do Poor Children Perform so Poorly?," NBER Working Papers 21023, National Bureau of Economic Research, Inc.
    7. Christina Felfe & Rafael Lalive, 2012. "Early Child Care and Child Development: For Whom it Works and Why," CESifo Working Paper Series 4043, CESifo.
    8. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    9. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    10. Barbara Boelmann, 2024. "Women's Missing Mobility and the Gender Gap in Higher Education: Evidence from Germany's University Expansion," CRC TR 224 Discussion Paper Series crctr224_2024_518, University of Bonn and University of Mannheim, Germany.
    11. Sergio Salas, 2022. "A liquidity crunch in an endogenous growth model with human capital," Southern Economic Journal, John Wiley & Sons, vol. 88(3), pages 1199-1238, January.
    12. Baert, Stijn & Picchio, Matteo, 2020. "A Signal of (Train)ability? Grade Repetition and Hiring Chances," GLO Discussion Paper Series 598, Global Labor Organization (GLO).
    13. Cerqua, Augusto & Urwin, Peter & Thomson, Dave & Bibby, David, 2020. "Evaluation of education and training impacts for the unemployed: Challenges of new data," Labour Economics, Elsevier, vol. 67(C).
    14. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, University of Chicago Press, vol. 5(2), pages 250-280, Spring.
    15. Dionissi Aliprantis, 2012. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Working Papers (Old Series) 1122R, Federal Reserve Bank of Cleveland.
    16. Binelli, Chiara & Menezes-Filho, Naercio, 2019. "Why Brazil fell behind in college education?," Economics of Education Review, Elsevier, vol. 72(C), pages 80-106.
    17. George Abuchi Agwu & Oussama Ben Atta, 2021. "University proximity at teenage years and educational attainment," Working papers of Transitions Energétiques et Environnementales (TREE) hal-03492963, HAL.
    18. Lex Borghans & Ron Diris & Wendy Smits & Jannes de Vries, 2019. "The long-run effects of secondary school track assignment," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-29, October.
    19. Richard Blundell, 2016. "Coase Lecture—Human Capital, Inequality and Tax Reform: Recent Past and Future Prospects," Economica, London School of Economics and Political Science, vol. 83(330), pages 201-218, April.
    20. Kristy Fan & Tyler J. Fisher & Andrew A. Samwick, 2021. "The Insurance Value of Financial Aid," NBER Working Papers 28669, National Bureau of Economic Research, Inc.
    21. Thomas Carr & Toru Kitagawa, 2021. "Testing Instrument Validity with Covariates," Papers 2112.08092, arXiv.org, revised Sep 2023.
    22. Giuseppe Migali & Ian Walker, 2011. "Estimates of the causal effects of education on earnings over the lifecycle with cohort effects and endogenous education," Working Papers 2248796, Lancaster University Management School, Economics Department.
    23. Giesecke, Matthias & Schuss, Eric, 2019. "Heterogeneity in marginal returns to language training of immigrants," Ruhr Economic Papers 812, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    24. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    25. Bhuller, Manudeep & Mogstad, Magne & Salvanes, Kjell G., 2014. "Life Cycle Earnings, Education Premiums and Internal Rates of Return," IZA Discussion Papers 8316, Institute of Labor Economics (IZA).
    26. Liran Einav & Amy Finkelstein & Stephen Ryan & Paul Schrimpf & Mark Cullen, 2011. "Selection on Moral Hazard in Health Insurance," Discussion Papers 10-027, Stanford Institute for Economic Policy Research.
    27. Peter A. Savelyev, 2014. "Psychological Skills, Education, and Longevity of High-Ability Individuals," Vanderbilt University Department of Economics Working Papers 14-00007, Vanderbilt University Department of Economics.
    28. Cunha, Flavio & Heckman, James J. & Lochner, Lance John & Masterov, Dimitriy V., 2005. "Interpreting the Evidence on Life Cycle Skill Formation," IZA Discussion Papers 1675, Institute of Labor Economics (IZA).
    29. Akabayashi, Hideo & Ruberg, Tim & Shikishima, Chizuru & Yamashita, Jun, 2023. "Education-oriented and care-oriented preschools: Implications on child development," Labour Economics, Elsevier, vol. 84(C).
    30. Rojas, Eugenio & Sánchez, Rafael & Villena, Mauricio G., 2016. "Credit constraints in higher education in a context of unobserved heterogeneity," Economics of Education Review, Elsevier, vol. 52(C), pages 225-250.
    31. Sönke Hendrik Matthewes & Guglielmo Ventura, 2022. "On Track to Success? Returns to vocational education against different alternatives," CVER Research Papers 038, Centre for Vocational Education Research.
    32. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    33. Chong, Terence Tai Leung & Ka, Yiu Tung, 2019. "Forecasting Income Inequality with Demographic Projections," MPRA Paper 99160, University Library of Munich, Germany.
    34. Sang Yoon (Tim) Lee & Yongseok Shin & Donghoon Lee, 2015. "The Option Value of Human Capital: Higher Education and Wage Inequality," NBER Working Papers 21724, National Bureau of Economic Research, Inc.
    35. Rebecca Mary Myerson & Darius Lakdawalla & Lisandro D. Colantonio & Monika Safford & David Meltzer, 2018. "Effects of Expanding Health Screening on Treatment - What Should We Expect? What Can We Learn?," NBER Working Papers 24347, National Bureau of Economic Research, Inc.
    36. Riccardo Della Vecchia & Debabrota Basu, 2023. "Online Instrumental Variable Regression: Regret Analysis and Bandit Feedback," Working Papers hal-03831210, HAL.
    37. Töpfer, Marina, 2017. "Detailed RIF decomposition with selection: The gender pay gap in Italy," Hohenheim Discussion Papers in Business, Economics and Social Sciences 26-2017, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    38. Mnasri, Mohamed & Dionne, Georges & Gueyie, Jean-Pierre, 2017. "The use of nonlinear hedging strategies by US oil producers: Motivations and implications," Energy Economics, Elsevier, vol. 63(C), pages 348-364.
    39. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
    40. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
    41. Hoshino, Tadao & Yanagi, Takahide, 2023. "Treatment effect models with strategic interaction in treatment decisions," Journal of Econometrics, Elsevier, vol. 236(2).
    42. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.
    43. Yao Amber Li & John Whalley & Shunming Zhang & Xiliang Zhao, 2012. "The Higher Educational Transformation of China and Its Global Implications," Palgrave Macmillan Books, in: Christine T. Ennew & David Greenaway (ed.), The Globalization of Higher Education, chapter 10, pages 135-162, Palgrave Macmillan.
    44. Dieter Verhaest & Stijn Baert, 2018. "The effects of workplace learning in higher education on employment and match quality: is there an early-career trade-off?," Empirical Economics, Springer, vol. 55(3), pages 1229-1270, November.
    45. Nguyen, Cuong Viet & Tran, Anh Ngoc, 2021. "The Long-Term Effect of FIFA World Cup on Gender Gap in Education and Employment: Evidence from Vietnam," GLO Discussion Paper Series 893, Global Labor Organization (GLO).
    46. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2013. "Education Policy and Intergenerational Transfers in Equilibrium," NBER Working Papers 18782, National Bureau of Economic Research, Inc.
    47. Eric Schuss & Mohammed Azaouagh, 2021. "Combining parenthood and work: transmission channels and heterogeneous returns to early public childcare," Review of Economics of the Household, Springer, vol. 19(3), pages 641-676, September.
    48. Luis Fernando Gamboa & Paul Andrés Rodríguez-Lesmes, 2018. "Subjective Earnings and Academic Expectations of Tertiary Education in Colombia," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 36(86), pages 159-177, June.
    49. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    50. Nadja van 't Hoff, 2023. "Identifying Causal Effects of Nonbinary, Ordered Treatments using Multiple Instrumental Variables," Papers 2311.17575, arXiv.org.
    51. Shoya Ishimaru, 2021. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," Papers 2101.04346, arXiv.org, revised Jun 2022.
    52. Uta Bolt & Eric French & Jamie Hentall-MacCuish & Cormac O'Dea, 2021. "The intergenerational elasticity of earnings: exploring the mechanisms," IFS Working Papers W21/07, Institute for Fiscal Studies.
    53. Francetic Igor, 2022. "Selection on moral hazard in the Swiss market for mandatory health insurance: Empirical evidence from Swiss Household Panel data," Papers 2208.03815, arXiv.org, revised Sep 2023.
    54. Falch, Torberg & Lujala, Päivi & Strøm, Bjarne, 2013. "Geographical constraints and educational attainment," Regional Science and Urban Economics, Elsevier, vol. 43(1), pages 164-176.
    55. Dolton, Peter & Sandi, Matteo, 2017. "Returning to returns: Revisiting the British education evidence," Labour Economics, Elsevier, vol. 48(C), pages 87-104.
    56. Williams, Jenny & van Ours, Jan C., 2017. "Early Cannabis Use and School to Work Transition of Young Men," GLO Discussion Paper Series 31, Global Labor Organization (GLO).
    57. De Groote, Olivier & Declercq, Koen, 2018. "Tracking and specialization of high schools: heterogeneous effects of school choice," TSE Working Papers 18-958, Toulouse School of Economics (TSE), revised Jun 2020.
    58. Cilekoglu, Akin A. & Moreno, Rosina & Ramos, Raul, 2024. "The impact of robot adoption on global sourcing," Research Policy, Elsevier, vol. 53(3).
    59. Chaohua Dong & Jiti Gao & Oliver Linton, 2018. "High dimensional semiparametric moment restriction models," CeMMAP working papers CWP04/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    60. Felfe, Christina & Lalive, Rafael, 2018. "Does early child care affect children's development?," Journal of Public Economics, Elsevier, vol. 159(C), pages 33-53.
    61. Fiorini, Mario & Stevens, Katrien, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Working Papers 2021-01, University of Sydney, School of Economics.
    62. Andrea Otero-Cortés, 2022. "Heterogeneous Returns of Informality: Evidence From Brazil," Documentos de trabajo sobre Economía Regional y Urbana 310, Banco de la Republica de Colombia.
    63. Federica Braccioli & Paolo Ghinetti & Simone Moriconi & Costanza Naguib & Michele Pellizzari, 2023. "Education Expansion, College Choice and Labour Market Success," CESifo Working Paper Series 10842, CESifo.
    64. Amanda E. Kowalski, 2016. "Doing More When You're Running LATE: Applying Marginal Treatment Effect Methods to Examine Treatment Effect Heterogeneity in Experiments," NBER Working Papers 22363, National Bureau of Economic Research, Inc.
    65. Rauh, Christopher, 2017. "Voting, education, and the Great Gatsby Curve," Journal of Public Economics, Elsevier, vol. 146(C), pages 1-14.
    66. Bicakova, Alena & Cortes, Guido Matias & Mazza, Jacopo, 2023. "Make Your Own Luck: The Wage Gains from Starting College in a Bad Economy," IZA Discussion Papers 16087, Institute of Labor Economics (IZA).
    67. George Abuchi Agwu & Oussama Ben Atta, 2021. "University proximity at teenage years and educational attainment," Working Papers hal-03492963, HAL.
    68. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Working Papers 2014-004, Human Capital and Economic Opportunity Working Group.
    69. Shannon Ward & Jenny Williams, 2015. "Does Juvenile Delinquency Reduce Educational Attainment?," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 12(4), pages 716-756, December.
    70. Hideo Akabayashi & TIm Ruberg & Chizuru Shikishima & Jun Yamashita, 2023. "Education-Oriented and Care-Oriented Preschools:Implications on Child Development," Keio-IES Discussion Paper Series 2023-009, Institute for Economics Studies, Keio University.
    71. Tafti, Elena Ashtari, 2023. "Technology, Skills, and Performance: The Case of Robots in Surgery," CINCH Working Paper Series (since 2020) 78746, Duisburg-Essen University Library, DuEPublico.
    72. Yazeed Abdul Mumin & Awudu Abdulai, 2022. "Social networks, adoption of improved variety and household welfare: evidence from Ghana," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(1), pages 1-32.
    73. Santiago Acerenza & Vitor Possebom & Pedro H. C. Sant'Anna, 2023. "Was Javert right to be suspicious? Unpacking treatment effect heterogeneity of alternative sentences on time-to-recidivism in Brazil," Papers 2311.13969, arXiv.org, revised Jan 2024.
    74. Ligia Alba Melo-Becerra & Jorge Enrique Ramos-Forero & Pedro Oswaldo Hernández-Santamaría, 2017. "La educación superior en Colombia: situación actual y análisis de eficiencia," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, vol. 78, February.
    75. Francesco Fasani & Tommaso Frattini & Maxime Pirot, 2023. "From Refugees to Citizens: Labor Market Returns to Naturalization," Development Working Papers 489, Centro Studi Luca d'Agliano, University of Milano.
    76. Torres Franco, Nicolás Arturo & Dávalos, Eleonora & Morales, Leonardo Fabio, 2021. "Heterogeneous Effects of Agricultural Technical Assistance in Colombia," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 53(4), pages 459-481, November.
    77. Westphal, Matthias & Kamhöfer, Daniel A. & Schmitz, Hendrik, 2020. "Marginal College Wage Premiums under Selection into Employment," IZA Discussion Papers 13382, Institute of Labor Economics (IZA).
    78. Kirill S. Evdokimov & Michal Kolesár, 2018. "Inference in Instrumental Variable Regression Analysis with Heterogeneous Treatment Effects," Working Papers 2018-16, Princeton University. Economics Department..
    79. Lauber, Verena & Thomas, Lampert, 2014. "The Effect of Early Universal Daycare on Child Weight Problems," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100399, Verein für Socialpolitik / German Economic Association.
    80. Raquel Adjafre da Costa Matos & Rita de Cássia Coelho de Almeida Akutsu & Renata Puppin Zandonadi & Ada Rocha & Raquel Braz Assunção Botelho, 2020. "Wellbeing at Work before and during the SARS-COV-2 Pandemic: A Brazilian Nationwide Study among Dietitians," IJERPH, MDPI, vol. 17(15), pages 1-15, July.
    81. Girum Abebe & Marcel Fafchamps & Michael Koelle & Simon Quinn, 2019. "Learning Management Through Matching: A Field Experiment Using Mechanism Design," NBER Working Papers 26035, National Bureau of Economic Research, Inc.
    82. Denni Tommasi & Arthur Lewbel & Rossella Calvi, 2017. "LATE with Mismeasured or Misspecified Treatment: An application to Women's Empowerment in India," Working Papers ECARES ECARES 2017-27, ULB -- Universite Libre de Bruxelles.
    83. Cattaneo, Matias D & Jansson, Michael & Newey, Whitney K, 2018. "Inference in Linear Regression Models with Many Covariates and Heteroscedasticity," Department of Economics, Working Paper Series qt6rp7p9gs, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    84. Yan Liu, 2022. "Policy Learning under Endogeneity Using Instrumental Variables," Papers 2206.09883, arXiv.org, revised Mar 2024.
    85. Gulia Bovini & Niccolò Cattadori & Marta De Philippis & Paolo Sestito, 2023. "The short- and medium-term effects of full-day schooling on learning and maternal labor supply," Temi di discussione (Economic working papers) 1423, Bank of Italy, Economic Research and International Relations Area.
    86. Amanda E. Kowalski, 2018. "Behavior within a Clinical Trial and Implications for Mammography Guidelines," NBER Working Papers 25049, National Bureau of Economic Research, Inc.
    87. Antill, Samuel, 2022. "Do the right firms survive bankruptcy?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 523-546.
    88. Burgess, Simon, 2016. "Human Capital and Education: The State of the Art in the Economics of Education," IZA Discussion Papers 9885, Institute of Labor Economics (IZA).
    89. Pessino, Carola & Izquierdo, Alejandro & Vuletin, Guillermo, 2018. "Better Spending for Better Lives: How Latin America and the Caribbean Can Do More with Less," IDB Publications (Books), Inter-American Development Bank, number 9152, May.
    90. Despard, Mathieu R. & Perantie, Dana & Taylor, Samuel & Grinstein-Weiss, Michal & Friedline, Terri & Raghavan, Ramesh, 2016. "Student debt and hardship: Evidence from a large sample of low- and moderate-income households," Children and Youth Services Review, Elsevier, vol. 70(C), pages 8-18.
    91. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    92. Liu, Yang & Yang, Yaowu, 2022. "New “useless education theory”: Highly educated parents' expectations for their children's education—Evidence from the one-child policy," China Economic Review, Elsevier, vol. 72(C).
    93. Benlaria Houcine & Gheraia Zouheyr, 2019. "Estimating the Economic returns of Education in KSA by using Mincerian Earnings Function," International Journal of Economics and Financial Issues, Econjournals, vol. 9(6), pages 94-99.
    94. Pedro Carneiro & Sokbae Lee, 2011. "Trends in Quality-Adjusted Skill Premia in the United States, 1960-2000," American Economic Review, American Economic Association, vol. 101(6), pages 2309-2349, October.
    95. By Marianne Haraldsvik & Bjarne Strøm, 2022. "Adult skills and labor market conditions during teenage years: cross-country evidence from international surveys [Is post-secondary education a safe port and for whom? Evidence from Canadian data]," Oxford Economic Papers, Oxford University Press, vol. 74(3), pages 894-919.
    96. Goldzahl, Léontine & Hollard, Guillaume & Jusot, Florence, 2018. "Increasing breast-cancer screening uptake: A randomized controlled experiment," Journal of Health Economics, Elsevier, vol. 58(C), pages 228-252.
    97. Daniel A. Kamhoefer & Hendrik Schmitz & Matthias Westphal, 2015. "Heterogeneity in Marginal Nonmonetary Returns to Higher Education," CINCH Working Paper Series 1512, Universitaet Duisburg-Essen, Competent in Competition and Health, revised Oct 2015.
    98. Nicolás de Roux & Evan Riehl, 2020. "Disrupted Academic Careers: The Returns to Time Off after High School," Documentos CEDE 18417, Universidad de los Andes, Facultad de Economía, CEDE.
    99. Janina León C., 2012. "Educación, seguridad social y mercados de trabajo en el Perú," Capítulos de Libros PUCP / Chapters of PUCP books, in: Cecilia Garavito & Ismael Muñoz (ed.), EMPLEO Y PROTECCIÓN SOCIAL, edition 1, chapter 10, pages 331-355, Fondo Editorial - Pontificia Universidad Católica del Perú.
    100. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    101. Tony Beatton & Michael P. Kidd & Matteo Sandi, 2020. "School indiscipline and crime," CEP Discussion Papers dp1727, Centre for Economic Performance, LSE.
    102. Melvin Stephens Jr. & Dou-Yan Yang, 2014. "Compulsory Education and the Benefits of Schooling," American Economic Review, American Economic Association, vol. 104(6), pages 1777-1792, June.
    103. Xiang Zhou & Yu Xie, 2016. "Propensity Score–based Methods Versus MTE-based Methods in Causal Inference," Sociological Methods & Research, , vol. 45(1), pages 3-40, February.
    104. Natalia Kyui, 2013. "Expansion of Higher Education, Employment and Wages: Evidence from the Russian Transition," Staff Working Papers 13-45, Bank of Canada.
    105. Ujjaini Mukhopadhyay, 2021. "Differential Education Subsidy Policy and Wage Inequality Between Skilled, Semi-skilled and Unskilled Labour: A General Equilibrium Approach," Review of Development and Change, , vol. 26(1), pages 40-62, June.
    106. Lindgren, Karl-Oskar & Oskarsson, Sven & Persson, Mikael, 2017. "Can increased education help reduce the political opportunity gap?," Working Paper Series 2017:12, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    107. Dong, Chaohua & Gao, Jiti & Linton, Oliver, 2023. "High dimensional semiparametric moment restriction models," Journal of Econometrics, Elsevier, vol. 232(2), pages 320-345.
    108. Okumura, Tsunao & 奥村, 綱雄 & オクムラ, ツナオ & Usui, Emiko & 臼井, 恵美子 & ウスイ, エミコ, 2010. "Concave-Monotone Treatment Response and Monotone Treatment Selection: With an Application to the Returns to Schooling," PIE/CIS Discussion Paper 475, Center for Intergenerational Studies, Institute of Economic Research, Hitotsubashi University.
    109. Shuxi Zeng & Fan Li & Peng Ding, 2020. "Is being an only child harmful to psychological health?: Evidence from an instrumental variable analysis of China's One-Child Policy," Papers 2005.09130, arXiv.org, revised Jun 2020.
    110. Elsayed, Ahmed & Shirshikova, Alina, 2023. "The Women Empowering Effect of Higher Education," IZA Discussion Papers 16069, Institute of Labor Economics (IZA).
    111. Dionissi Aliprantis, 2013. "Covariates and causal effects: the problem of context," Working Papers (Old Series) 1310, Federal Reserve Bank of Cleveland.
    112. Evan Munro & Stefan Wager & Kuang Xu, 2021. "Treatment Effects in Market Equilibrium," Papers 2109.11647, arXiv.org, revised Jan 2023.
    113. Zimmerman, Seth D., 2011. "The Returns to Four-Year College for Academically Marginal Students," IZA Discussion Papers 6107, Institute of Labor Economics (IZA).
    114. Buscha, Franz & Gorman, Emma & Sturgis, Patrick, 2023. "Selective schooling and social mobility in England," Labour Economics, Elsevier, vol. 81(C).
    115. Renee Reichl Luthra & Jennifer Flashman, 2017. "Who Benefits Most from a University Degree?: A Cross-National Comparison of Selection and Wage Returns in the US, UK, and Germany," Research in Higher Education, Springer;Association for Institutional Research, vol. 58(8), pages 843-878, December.
    116. Wang, Wenjie & Ida, Takanori & Shimada, Hideki, 2020. "Default effect versus active decision: Evidence from a field experiment in Los Alamos," European Economic Review, Elsevier, vol. 128(C).
    117. Chernozhukov, Victor & Hansen, Christian, 2006. "Instrumental quantile regression inference for structural and treatment effect models," Journal of Econometrics, Elsevier, vol. 132(2), pages 491-525, June.
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    119. Li, Meng & Jin, Tianyu & Liu, Shenglong & Zhou, Shaojie, 2021. "The cost of clean energy transition in rural China: Evidence based on marginal treatment effects," Energy Economics, Elsevier, vol. 97(C).
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    257. Gordon Abekah‐Nkrumah & Patrick Opoku Asuming & Hadrat Yusif, 2022. "The impact of an additional year in high school on academic performance at university: Evidence from a policy experiment in Ghana," Development Policy Review, Overseas Development Institute, vol. 40(6), November.
    258. Barbara Boelmann, 2024. "Women’s Missing Mobility and the Gender Gap in Higher Education: Evidence from Germany’s University Expansion," ECONtribute Discussion Papers Series 280, University of Bonn and University of Cologne, Germany.
    259. McIntyre, Frank & Simkovic, Michael, 2018. "Are law degrees as valuable to minorities?," International Review of Law and Economics, Elsevier, vol. 53(C), pages 23-37.
    260. Elsayed, Ahmed & Shirshikova, Alina, 2023. "The women-empowering effect of higher education," Journal of Development Economics, Elsevier, vol. 163(C).

  3. Pedro Carneiro & James Heckman & Edward Vytlacil, 2009. "Evaluating marginal policy changes and the average effect of treatment for individuals at the margin," CeMMAP working papers CWP21/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Cited by:

    1. Hiroaki Kaido, 2014. "Asymptotically efficient estimation of weighted average derivatives with an interval censored variable," CeMMAP working papers 03/14, Institute for Fiscal Studies.
    2. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    3. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    4. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    5. Karim Chalak & Halbert White, 2011. "Viewpoint: An extended class of instrumental variables for the estimation of causal effects," Canadian Journal of Economics, Canadian Economics Association, vol. 44(1), pages 1-51, February.
    6. Yingying Dong, 2011. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," Working Papers 111207, University of California-Irvine, Department of Economics.
    7. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," Working Papers hal-04067399, HAL.
    8. Rojas, Eugenio & Sánchez, Rafael & Villena, Mauricio G., 2016. "Credit constraints in higher education in a context of unobserved heterogeneity," Economics of Education Review, Elsevier, vol. 52(C), pages 225-250.
    9. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
    10. Belskaya, Olga & Peter, Klara Sabirianova & Posso, Christian, 2014. "College Expansion and the Marginal Returns to Education: Evidence from Russia," IZA Discussion Papers 8735, Institute of Labor Economics (IZA).
    11. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    12. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.
    13. Acerenza, Santiago & Ban, Kyunghoon & Kedagni, Desire, 2021. "Marginal Treatment Effects with Misclassified Treatment," ISU General Staff Papers 202106180700001132, Iowa State University, Department of Economics.
    14. Shoya Ishimaru, 2021. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," Papers 2101.04346, arXiv.org, revised Jun 2022.
    15. Alberto Galasso & Mark Schankerman & Carlos J. Serrano, 2011. "Trading and Enforcing Patent Rights," CEP Discussion Papers dp1072, Centre for Economic Performance, LSE.
    16. Eshaghnia, Sadegh S. M. & Heckman, James J., 2023. "Intergenerational Transmission of Inequality: Maternal Endowments, Investments, and Birth Outcomes," IZA Discussion Papers 16492, Institute of Labor Economics (IZA).
    17. Oliver Cassagneau-Francis & Robert Gary-Bobo & Julie Pernaudet & Jean-Marc Robin, 2022. "A Nonparametric Finite Mixture Approach to Difference-in-Difference Estimation, with an Application to On-the-job Training and Wages," SciencePo Working papers Main hal-03869547, HAL.
    18. Nicholas Lawson, 2014. "Liquidity Constraints, Fiscal Externalities and Optimal Tuition Subsidies Optimal College Tuition Subsidies," AMSE Working Papers 1404, Aix-Marseille School of Economics, France, revised 18 Mar 2014.
    19. Nicholas Lawson, 2014. "Liquidity Constraints, Fiscal Externalities and Optimal Tuition Subsidies," Working Papers halshs-00964527, HAL.
    20. Yan Liu, 2022. "Policy Learning under Endogeneity Using Instrumental Variables," Papers 2206.09883, arXiv.org, revised Mar 2024.
    21. Badi H. Baltagi & Pallab K. Ghosh, 2019. "Partial Distributional Policy Effects Under Endogeneity," Sankhya B: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 81(1), pages 123-145, September.
    22. Meghir, Costas & Rivkin, Steven, 2011. "Econometric Methods for Research in Education," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 1, pages 1-87, Elsevier.
    23. Susanne M. Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," CeMMAP working papers CWP31/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    24. Yuya Sasaki & Takuya Ura, 2020. "Welfare Analysis via Marginal Treatment Effects," Papers 2012.07624, arXiv.org.
    25. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    26. Daniel A. Kamhoefer & Hendrik Schmitz & Matthias Westphal, 2015. "Heterogeneity in Marginal Nonmonetary Returns to Higher Education," CINCH Working Paper Series 1512, Universitaet Duisburg-Essen, Competent in Competition and Health, revised Oct 2015.
    27. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    28. Dionissi Aliprantis, 2013. "Covariates and causal effects: the problem of context," Working Papers (Old Series) 1310, Federal Reserve Bank of Cleveland.
    29. Debopam Bhattacharya & Shin Kanaya & Margaret Stevens, 2014. "Are University Admissions Academically Fair?," CREATES Research Papers 2014-06, Department of Economics and Business Economics, Aarhus University.
    30. Julian Martinez-Iriarte & YiXiao Sun, 2022. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: an Unconditional MTE Approach," Working Papers 131, Red Nacional de Investigadores en Economía (RedNIE).
    31. Evan Munro & Stefan Wager & Kuang Xu, 2021. "Treatment Effects in Market Equilibrium," Papers 2109.11647, arXiv.org, revised Jan 2023.
    32. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "Returns to Education: The Causal Effects of Education on Earnings, Health, and Smoking," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 197-246.
    33. Jesse Bricker & Jeffrey P. Thompson, 2014. "Does education loan debt influence household financial distress? An assessment using the 2007-09 SCF Panel," Finance and Economics Discussion Series 2014-90, Board of Governors of the Federal Reserve System (U.S.).
    34. Rothe, Christoph, 2011. "Partial Distributional Policy Effects," IZA Discussion Papers 6076, Institute of Labor Economics (IZA).
    35. Eric Gautier & Stefan Hoderlein, 2012. "A triangular treatment effect model with random coefficients in the selection equation," CeMMAP working papers CWP39/12, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    36. Jorge Rodríguez & Fernando Saltiel & Sergio S. Urzúa, 2018. "Dynamic Treatment Effects of Job Training," NBER Working Papers 25408, National Bureau of Economic Research, Inc.
    37. Lance Lochner & Enrico Moretti, 2011. "Estimating and Testing Models with Many Treatment Levels and Limited Instruments," NBER Working Papers 17039, National Bureau of Economic Research, Inc.
    38. Shaibu Mellon Bedi & Carlo Azzarri & Bekele Hundie Kotu & Lukas Kornher & Joachim von Braun, 2022. "Scaling-up agricultural technologies: who should be targeted?," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(4), pages 857-875.
    39. Luther Yap, 2022. "Sensitivity of Policy Relevant Treatment Parameters to Violations of Monotonicity," Working Papers 655, Princeton University, Department of Economics, Industrial Relations Section..
    40. Biewen, Martin & (neé Tapalaga), Madalina Thiele, 2020. "Early tracking, academic vs. vocational training, and the value of ‘second-chance’ options," Labour Economics, Elsevier, vol. 66(C).
    41. Nobuyoshi Kikuchi, 2017. "Marginal Returns to Schooling and Education Policy Change in Japan," ISER Discussion Paper 0996r, Institute of Social and Economic Research, Osaka University, revised Oct 2017.
    42. Sarr, Mare & Bezabih Ayele, Mintewab & Kimani, Mumbi E. & Ruhinduka, Remidius, 2021. "Who benefits from climate-friendly agriculture? The marginal returns to a rainfed system of rice intensification in Tanzania," World Development, Elsevier, vol. 138(C).
    43. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory & Urzua, Sergio, 2014. "Education, Health and Wages," IZA Discussion Papers 8027, Institute of Labor Economics (IZA).
    44. Eric Gautier & Stefan Soderlein, 2011. "Estimating the Distribution of Treatment Effects," Working Papers 2011-25, Center for Research in Economics and Statistics.
    45. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    46. Sasaki, Yuya & Ura, Takuya, 2023. "Estimation and inference for policy relevant treatment effects," Journal of Econometrics, Elsevier, vol. 234(2), pages 394-450.
    47. Hiroyuki Kasahara & Yawen Liang & Joel Rodrigue, 2013. "Does Importing Intermediates Increase the Demand for Skilled Workers? Plant-level Evidence from Indonesia," CESifo Working Paper Series 4463, CESifo.
    48. Schennach, Susanne & White, Halbert & Chalak, Karim, 2012. "Local indirect least squares and average marginal effects in nonseparable structural systems," Journal of Econometrics, Elsevier, vol. 166(2), pages 282-302.
    49. Anna Wilding & Luke Munford & Matt Sutton, 2023. "Estimating the heterogeneous health and well‐being returns to social participation," Health Economics, John Wiley & Sons, Ltd., vol. 32(9), pages 1921-1940, September.
    50. Morris M. Kleiner & Kyoung Won Park, 2010. "Battles Among Licensed Occupations: Analyzing Government Regulations on Labor Market Outcomes for Dentists and Hygienists," NBER Working Papers 16560, National Bureau of Economic Research, Inc.
    51. Natalia Radchenko & Paul Corral & Paul Winters, 2018. "Heterogeneity of commercialization gains in the rural economy," Agricultural Economics, International Association of Agricultural Economists, vol. 49(1), pages 131-143, January.
    52. Julian Martinez-Iriarte & Yixiao Sun, 2020. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: An Unconditional MTE Approach," Papers 2010.15864, arXiv.org, revised Mar 2024.
    53. Belzil, Christian & Hansen, Jörgen & Kristensen, Nicolai, 2008. "Estimating Complementarity between Education and Training," IZA Discussion Papers 3882, Institute of Labor Economics (IZA).
    54. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    55. Yingying DONG & Ying-Ying LEE & Michael GOU, 2019. "Regression Discontinuity Designs with a Continuous Treatment," Discussion papers 19058, Research Institute of Economy, Trade and Industry (RIETI).
    56. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics, revised 30 Nov 2009.
    57. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25427, University Library of Munich, Germany.
    58. Kenneth Troske & Alexandru Voicu, 2013. "The effect of the timing and spacing of births on the level of labor market involvement of married women," Empirical Economics, Springer, vol. 45(1), pages 483-521, August.
    59. Kim Huynh & Robert Petrunia & Joel Rodrigue & Walter Steingress, 2023. "Exporting and Investment Under Credit Constraints," Staff Working Papers 23-10, Bank of Canada.
    60. James J. Heckman & John Eric Humphries & Sergio Urzua & Gregory Veramendi, 2010. "The effects of educational choices on labor market, health, and social outcomes," Working Papers 2011-002, Human Capital and Economic Opportunity Working Group.
    61. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    62. Yuya Sasaki & Takuya Ura, 2018. "Estimation and Inference for Policy Relevant Treatment Effects," Papers 1805.11503, arXiv.org, revised Jul 2020.
    63. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, Institute of Labor Economics (IZA).
    64. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
    65. Martínez-Iriarte, Julian & Sun, Yixiao, 2021. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: an Unconditional MTE Approach," University of California at San Diego, Economics Working Paper Series qt2bc57830, Department of Economics, UC San Diego.
    66. Leonardo Fabio Morales & Christian Posso & Luz A. Flórez, 2021. "Heterogeneity in the Returns to Tertiary Education for the Disadvantage Youth: Quality vs. Quantity Analysis," Borradores de Economia 1150, Banco de la Republica de Colombia.
    67. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," SciencePo Working papers Main hal-04067399, HAL.
    68. Bedi, Shaibu Mellon & Azzarri, Carlo & Kotu, Bekele Hundi & Kornher, Lukas, 2021. "Scaling-up Agricultural Innovations: Who Should be Targeted?," 2021 Conference, August 17-31, 2021, Virtual 315267, International Association of Agricultural Economists.
    69. Lance Lochner & Enrico Moretti, 2011. "Estimating and Testing Non-Linear Models Using Instrumental Variables," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20112, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    70. Spanos, Yiannis E., 2021. "Exploring heterogeneous returns to collaborative R&D: A marginal treatment effects perspective," Research Policy, Elsevier, vol. 50(5).
    71. Yingying Dong & Arthur Lewbel, 2011. "Regression Discontinuity Marginal Threshold Treatment Effects," Working Papers 111205, University of California-Irvine, Department of Economics.

  4. Jean-Pierre Florens & James J. Heckman & Costas Meghir & Edward J. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects," NBER Working Papers 14002, National Bureau of Economic Research, Inc.

    Cited by:

    1. Senay Sokullu, 2012. "Nonparametric Estimation of Semiparametric Transformation Models," Bristol Economics Discussion Papers 12/625, School of Economics, University of Bristol, UK.
    2. Stefan Hoderlein & Yuya Sasaki, 2013. "Outcome Conditioned Treatment Effects," Boston College Working Papers in Economics 840, Boston College Department of Economics.
    3. Yu-Chin Hsu & Ta-Cheng Huang & Haiqing Xu, 2018. "Testing for Unobserved Heterogeneous Treatment Effects with Observational Data," Papers 1803.07514, arXiv.org, revised Aug 2021.
    4. Fève, Frédérique & Florens, Jean-Pierre, 2014. "Non parametric analysis of panel data models with endogenous variables," Journal of Econometrics, Elsevier, vol. 181(2), pages 151-164.
    5. Victor Chernozhukov & Ivan Fernandez-Val & Whitney K. Newey & Sami Stouli & Francis Vella, 2017. "Semiparametric estimation of structural functions in nonseparable triangular models," CeMMAP working papers CWP48/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    6. Kyeongkuk Kim & Sang-Hyop Lee & Timothy J. Halliday, 2021. "Paid Childcare Leave, Fertility, and Female Labor Supply in South Korea," Working Papers 202104, University of Hawaii at Manoa, Department of Economics.
    7. Di Zeng & Jeffrey Alwang & George W. Norton & Bekele Shiferaw & Moti Jaleta & Chilot Yirga, 2015. "Ex post impacts of improved maize varieties on poverty in rural Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 515-526, July.
    8. Fernandez-Val , Ivan & van Vuuren, Aico & Vella, Francis, 2018. "Nonseparable Sample Selection Models with Censored Selection Rules," Working Papers in Economics 716, University of Gothenburg, Department of Economics.
    9. Kyyrä, Tomi & Pesola, Hanna, 2016. "The effects of UI benefits on unemployment and subsequent outcomes: Evidence from a kinked benefit rule," Working Papers 82, VATT Institute for Economic Research.
    10. Stefan Hoderlein & Hajo Holzmann & Alexander Meister, 2015. "The triangular model with random coefficients," CeMMAP working papers CWP33/15, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    11. Xavier D'Haultfoeuille & Stefan Hoderlein & Yuya Sasaki, 2013. "Nonlinear Difference-in-Differences in Repeated Cross Sections with Continuous Treatments," Boston College Working Papers in Economics 839, Boston College Department of Economics.
    12. Qingliang Fan & Zijian Guo & Ziwei Mei & Cun-Hui Zhang, 2023. "Uniform Inference for Nonlinear Endogenous Treatment Effects with High-Dimensional Covariates," Papers 2310.08063, arXiv.org, revised Oct 2023.
    13. D’Haultfœuille, Xavier & Maurel, Arnaud, 2013. "Inference on an extended Roy model, with an application to schooling decisions in France," Journal of Econometrics, Elsevier, vol. 174(2), pages 95-106.
    14. Xiaohong Chen & Yin Jia Jeff Qiu, 2016. "Methods for Nonparametric and Semiparametric Regressions with Endogeneity: A Gentle Guide," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 259-290, October.
    15. Mello, Marco & Moscelli, Giuseppe, 2021. "Voting, Contagion and the Trade-Off between Public Health and Political Rights: Quasi-Experimental Evidence from the Italian 2020 Polls," IZA Discussion Papers 14658, Institute of Labor Economics (IZA).
    16. Card, David & Lee, David S. & Pei, Zhuan & Weber, Andrea, 2015. "Inference on Causal Effects in a Generalized Regression Kink Design," IZA Discussion Papers 8757, Institute of Labor Economics (IZA).
    17. Andrii Babii & Jean-Pierre Florens, 2017. "Are Unobservables Separable?," Papers 1705.01654, arXiv.org, revised Mar 2021.
    18. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    19. Alejo, Javier & Galvao, Antonio F. & Montes-Rojas, Gabriel, 2018. "Quantile continuous treatment effects," Econometrics and Statistics, Elsevier, vol. 8(C), pages 13-36.
    20. Zhuan Pei & David Card & David S. Lee & Andrea Weber, 2012. "Nonlinear Policy Rules and the Identification and Estimation of Causal Effects in a Generalized Regression Kink Design," Working Papers 60, Brandeis University, Department of Economics and International Business School.
    21. Pallab Ghosh & Kevin Grier & Jaeho Kim, 2021. "Heterogeneous endogeneity," Statistical Papers, Springer, vol. 62(2), pages 847-886, April.
    22. Machio Phyllis Mumia, 2017. "Determinants of Neonatal and Under-five Mortality in Kenya: Do Antenatal and Skilled Delivery Care Services Matter?," Working Papers 340, African Economic Research Consortium, Research Department.
    23. Whitney K. Newey & Sami Stouli, 2018. "Heterogenous coefficients, discrete instruments, and identification of treatment effects," CeMMAP working papers CWP66/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    24. Zier, Patrick, 2013. "Econometric impact assessment of the Common Agricultural Policy in East German agriculture," Studies on the Agricultural and Food Sector in Transition Economies, Leibniz Institute of Agricultural Development in Transition Economies (IAMO), volume 71, number 71.
    25. Matzkin, Rosa L., 2016. "On independence conditions in nonseparable models: Observable and unobservable instruments," Journal of Econometrics, Elsevier, vol. 191(2), pages 302-311.
    26. Fernández-Val, Iván & van Vuuren, Aico & Vella, Francis & Peracchi, Franco, 2022. "Selection and the Distribution of Female Hourly Wages in the U.S," IZA Discussion Papers 15028, Institute of Labor Economics (IZA).
    27. Kim Kyoo il & Petrin Amil, 2022. "A Generalized Non-Parametric Instrumental Variable-Control Function Approach to Estimation in Nonlinear Settings," Journal of Econometric Methods, De Gruyter, vol. 11(1), pages 91-125, January.
    28. Joseph G. Altonji & Hidehiko Ichimura & Taisuke Otsu, 2008. "Estimating Derivatives in Nonseparable Models with Limited Dependent Variables," Cowles Foundation Discussion Papers 1668R, Cowles Foundation for Research in Economics, Yale University, revised May 2011.
    29. Majed Dodin, 2021. "Optimized Inference in Regression Kink Designs," Papers 2111.10713, arXiv.org.
    30. Chunrong Ai & Oliver Linton & Kaiji Motegi & Zheng Zhang, 2018. "A Unified Framework for Efficient Estimation of General Treatment Models," Papers 1808.04936, arXiv.org, revised Aug 2018.
    31. Whitney Newey & Sami Stouli, 2018. "Control Variables, Discrete Instruments, and Identification of Structural Functions," Bristol Economics Discussion Papers 18/702, School of Economics, University of Bristol, UK.
    32. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    33. Badi H. Baltagi & Pallab K. Ghosh, 2019. "Partial Distributional Policy Effects Under Endogeneity," Sankhya B: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 81(1), pages 123-145, September.
    34. Meghir, Costas & Rivkin, Steven, 2011. "Econometric Methods for Research in Education," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 1, pages 1-87, Elsevier.
    35. Torgovitsky, Alexander, 2017. "Minimum distance from independence estimation of nonseparable instrumental variables models," Journal of Econometrics, Elsevier, vol. 199(1), pages 35-48.
    36. Orazio Attanasio & Costas Meghir & Emily Nix, 2015. "Human Capital Development and Parental Investment in India," Working Papers 1058, Economic Growth Center, Yale University, revised Jul 2017.
    37. Phyllis Mumia Machio, 2018. "Determinants of Neonatal and Under-five Mortality in Kenya: Do Antenatal and Skilled Delivery Care Services Matter?," Journal of African Development, African Finance and Economic Association (AFEA), vol. 20(1), pages 59-67.
    38. Frédérique Fève & Jean-Pierre Florens, 2010. "The practice of non-parametric estimation by solving inverse problems: the example of transformation models," Econometrics Journal, Royal Economic Society, vol. 13(3), pages 1-27, October.
    39. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    40. Jeremy T. Fox & Amit Gandhi, 2011. "Identifying Demand with Multidimensional Unobservables: A Random Functions Approach," NBER Working Papers 17557, National Bureau of Economic Research, Inc.
    41. Kasy, Maximilian, "undated". "Instrumental variables with unrestricted heterogeneity and continuous treatment - DON'T CITE! SEE ERRATUM BELOW," Working Paper 33257, Harvard University OpenScholar.
    42. David Card & David S. Lee & Zhuan Pei & Andrea Weber, 2017. "Regression Kink Design: Theory and Practice," Advances in Econometrics, in: Regression Discontinuity Designs, volume 38, pages 341-382, Emerald Group Publishing Limited.
    43. Andrew Chesher & Adam Rosen, 2019. "Generalized Instrumental Variable Models, Methods, and Applications," CeMMAP working papers CWP41/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    44. Basu, Anirban, 2011. "Economics of individualization in comparative effectiveness research and a basis for a patient-centered health care," Journal of Health Economics, Elsevier, vol. 30(3), pages 549-559, May.
    45. Bogaard, Hein & Svejnar, Jan, 2013. "Incentive Pay and Performance: Insider Econometrics in a Multi-Unit Firm," IZA Discussion Papers 7800, Institute of Labor Economics (IZA).
    46. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc.
    47. Denis Chetverikov & Bradley Larsen & Christopher Palmer, 2016. "IV Quantile Regression for Group‐Level Treatments, With an Application to the Distributional Effects of Trade," Econometrica, Econometric Society, vol. 84, pages 809-833, March.
    48. Lu, Xun & White, Habert, 2015. "Testing For Treatment Dependence Of Effects Of A Continuous Treatment," Econometric Theory, Cambridge University Press, vol. 31(5), pages 1016-1053, October.
    49. Xavier d'Haultfoeuille, 2006. "On the Completeness Condition in Nonparametric Instrumental Problems," Working Papers 2006-32, Center for Research in Economics and Statistics.
    50. Xavier d'Haultfoeuille & Philippe Février, 2011. "Identification of Nonseparable Modes with Endogeneity and Discrete Instruments," Working Papers 2011-28, Center for Research in Economics and Statistics.
    51. Ge, Suqin & Macieira, João, 2020. "Unobserved Worker Quality and Inter-Industry Wage Differentials," GLO Discussion Paper Series 491, Global Labor Organization (GLO).
    52. Stefan Hoderlein & Hajo Holzmann & Maximilian Kasy & Alexander Meister, 2015. "Erratum regarding “Instrumental variables with unrestricted heterogeneity and continuous treatment”," Boston College Working Papers in Economics 896, Boston College Department of Economics, revised 01 Feb 2016.
    53. Fernández-Val, Iván & van Vuuren, Aico & Vella, Francis, 2018. "Nonseparable Sample Selection Models with Censored Selection Rules: An Application to Wage Decompositions," IZA Discussion Papers 11294, Institute of Labor Economics (IZA).
    54. Christina Gathmann & Uta Schönberg, 2010. "How General Is Human Capital? A Task-Based Approach," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 1-49, January.
    55. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2024. "Difference-in-differences with a Continuous Treatment," NBER Working Papers 32117, National Bureau of Economic Research, Inc.
    56. Rothe, Christoph, 2009. "Identification of Unconditional Partial Effects in Non Separable Models," TSE Working Papers 09-054, Toulouse School of Economics (TSE).
    57. Paula C. Pereda & Andrea Lucchesi, 2022. "Alternative frameworks for cost-effectiveness analysis of environmental policies in maritime transport," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 24(3), pages 630-650, September.
    58. Jun, Sung Jae, 2009. "Local structural quantile effects in a model with a nonseparable control variable," Journal of Econometrics, Elsevier, vol. 151(1), pages 82-97, July.
    59. Dionissi Aliprantis & Francisca G.-C. Richter, 2020. "Evidence of Neighborhood Effects from Moving to Opportunity: Lates of Neighborhood Quality," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 633-647, October.
    60. Vera Chiodi & Gabriel Montes‐Rojas, 2022. "Mentoring as a dose treatment: Frequency matters—Evidence from a French mentoring programme," LABOUR, CEIS, vol. 36(2), pages 145-166, June.
    61. Ai, Chunrong & Linton, Oliver & Zhang, Zheng, 2022. "Estimation and inference for the counterfactual distribution and quantile functions in continuous treatment models," Journal of Econometrics, Elsevier, vol. 228(1), pages 39-61.
    62. Yukitoshi Matsushita & Taisuke Otsu & Keisuke Takahata, 2022. "Estimating density ratio of marginals to joint: Applications to causal inference," STICERD - Econometrics Paper Series 619, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
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    64. Zequn Jin & Lihua Lin & Zhengyu Zhang, 2022. "Identification and Auto-debiased Machine Learning for Outcome Conditioned Average Structural Derivatives," Papers 2211.07903, arXiv.org.
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    75. Gauthier Tshiswaka-Kashalala & Steven F. Koch, 2015. "The Demand for Reproductive Health Care," Working Papers 533, Economic Research Southern Africa.
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    78. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
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    81. Ming Li, 2021. "A Time-Varying Endogenous Random Coefficient Model with an Application to Production Functions," Papers 2110.00982, arXiv.org.
    82. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    83. Joseph J. Doyle, Jr. & John A. Graves & Jonathan Gruber & Samuel Kleiner, 2012. "Do High-Cost Hospitals Deliver Better Care? Evidence from Ambulance Referral Patterns," NBER Working Papers 17936, National Bureau of Economic Research, Inc.
    84. Yingying DONG & Ying-Ying LEE & Michael GOU, 2019. "Regression Discontinuity Designs with a Continuous Treatment," Discussion papers 19058, Research Institute of Economy, Trade and Industry (RIETI).
    85. Tadao Hoshino, 2021. "Estimating a Continuous Treatment Model with Spillovers: A Control Function Approach," Papers 2112.15114, arXiv.org, revised Jan 2023.
    86. Claudio Deiana & Andrea Geraci & Gianluca Mazzarella & Fabio Sabatini, 2021. "Can relief measures nudge compliance in a public health crisis? Evidence from a kinked fiscal policy rule," Working Papers in Public Economics 214, University of Rome La Sapienza, Department of Economics and Law.
    87. Lihua Lei & Emmanuel J. Candès, 2021. "Conformal inference of counterfactuals and individual treatment effects," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 83(5), pages 911-938, November.
    88. Brantly Callaway & Weige Huang, 2020. "Distributional Effects of a Continuous Treatment with an Application on Intergenerational Mobility," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(4), pages 808-842, August.
    89. Martin Petrick & Patrick Zier, 2011. "Regional employment impacts of Common Agricultural Policy measures in Eastern Germany: a difference‐in‐differences approach," Agricultural Economics, International Association of Agricultural Economists, vol. 42(2), pages 183-193, March.
    90. Arellano-Bover, Jaime, 2020. "Career Consequences of Firm Heterogeneity for Young Workers: First Job and Firm Size," IZA Discussion Papers 12969, Institute of Labor Economics (IZA).
    91. Samuele Centorrino & Aman Ullah & Jing Xue, 2019. "Semiparametric Estimation of Correlated Random Coefficient Models without Instrumental Variables," Papers 1911.06857, arXiv.org.
    92. Samuele Centorrino & Jean-Pierre Florens, 2014. "Nonparametric Instrumental Variable Estimation of Binary Response Models," Department of Economics Working Papers 14-07, Stony Brook University, Department of Economics.
    93. Nagasawa, Kenichi, 2020. "Identification and Estimation of Group-Level Partial Effects," The Warwick Economics Research Paper Series (TWERPS) 1243, University of Warwick, Department of Economics.
    94. Gauthier Tshiswaka-Kashalala & Steven F. Koch, 2014. "The Economic Approach to Fertility: A Causal Mediation Analysis," Working Papers 442, Economic Research Southern Africa.
    95. Fernández-Val, Iván & van Vuuren, Aico & Vella, Francis, 2018. "Decomposing Real Wage Changes in the United States," IZA Discussion Papers 12044, Institute of Labor Economics (IZA).
    96. D’Haultfœuille, Xavier & Hoderlein, Stefan & Sasaki, Yuya, 2023. "Nonparametric difference-in-differences in repeated cross-sections with continuous treatments," Journal of Econometrics, Elsevier, vol. 234(2), pages 664-690.
    97. Juan M. Villa, 2014. "The length of exposure to antipoverty transfer programmes: what is the relevance for children's human capital formation?," Global Development Institute Working Paper Series 20614, GDI, The University of Manchester.
    98. Juan Byron Correa Fonnegra & Carlos Augusto Viáfara López & Víctor Hugo Zuluaga González, 2011. "Desigualdad étnico-racial en la distribución del ingreso en Colombia: Un análisis a partir de Regresión Cuantílica," Revista Sociedad y Economía, Universidad del Valle, CIDSE, February.
    99. Jinyong Hahn & Geert Ridder, 2011. "Conditional Moment Restrictions and Triangular Simultaneous Equations," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 683-689, May.
    100. Kaicheng Chen & Kyoo il Kim, 2024. "Identification of Nonseparable Models with Endogenous Control Variables," Papers 2401.14395, arXiv.org.
    101. Valjarević, Dragana & Merkle, Ana, 2021. "Statistical causality and measurable separability of σ-algebras," Statistics & Probability Letters, Elsevier, vol. 177(C).
    102. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    103. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    104. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, Institute of Labor Economics (IZA).
    105. Albuquerque, Rui & Lei, Zicheng & Rocholl, Jörg & Zhang, Chendi, 2020. "Citizens United vs. FEC and corporate political activism," Journal of Corporate Finance, Elsevier, vol. 60(C).
    106. Maximilian Kasy, 2014. "Instrumental Variables with Unrestricted Heterogeneity and Continuous Treatment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(4), pages 1614-1636.
    107. Rafael Becerril-Arreola, 2020. "Estimating Demand with Substitution and Intraline Price Spillovers," Manufacturing & Service Operations Management, INFORMS, vol. 22(3), pages 598-614, May.
    108. Rothe, Christoph, 2009. "Semiparametric estimation of binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 153(1), pages 51-64, November.
    109. Lu, Xun & White, Halbert, 2014. "Testing for separability in structural equations," Journal of Econometrics, Elsevier, vol. 182(1), pages 14-26.
    110. Amaresh K Tiwari, 2021. "A Control Function Approach to Estimate Panel Data Binary Response Model," Papers 2102.12927, arXiv.org, revised Sep 2021.
    111. Christophe Bruneel-Zupanc, 2023. "Don't (fully) exclude me, it's not necessary! Identification with semi-IVs," Papers 2303.12667, arXiv.org, revised Jul 2023.
    112. Lenihan, Helena, 2011. "Enterprise policy evaluation: Is there a 'new' way of doing it?," Evaluation and Program Planning, Elsevier, vol. 34(4), pages 323-332, November.
    113. Brantly Callaway & Weige Huang, 2018. "Intergenerational Income Mobility: Counterfactual Distributions with a Continuous Treatment," DETU Working Papers 1801, Department of Economics, Temple University.
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  5. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).

    Cited by:

    1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    2. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    3. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    4. Fiorini, Mario & Stevens, Katrien, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Working Papers 2021-01, University of Sydney, School of Economics.
    5. Gandil, Mikkel Høst, 2021. "Substitution Effects in College Admissions," Memorandum 3/2021, Oslo University, Department of Economics.
    6. Andrew Chesher & Adam M. Rosen, 2021. "Counterfactual Worlds," Annals of Economics and Statistics, GENES, issue 142, pages 311-335.
    7. Kamat, Vishal, 2019. "Identification with Latent Choice Sets," TSE Working Papers 19-1031, Toulouse School of Economics (TSE).
    8. Vishal Kamat, 2017. "Identifying the Effects of a Program Offer with an Application to Head Start," Papers 1711.02048, arXiv.org, revised Aug 2023.
    9. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    10. Patrick Kline & Christopher R. Walters, 2016. "Evaluating Public Programs with Close Substitutes: The Case of HeadStart," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1795-1848.
    11. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    12. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "The Nonmarket Benefits of Education and Ability," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 282-304.
    13. Joseph G. Altonji & Ling Zhong, 2021. "The Labor Market Returns to Advanced Degrees," Journal of Labor Economics, University of Chicago Press, vol. 39(2), pages 303-360.
    14. Manudeep Bhuller & Henrik Sigstad, 2022. "2SLS with Multiple Treatments," Papers 2205.07836, arXiv.org, revised Mar 2024.
    15. Fernando Saltiel, 2023. "Multi-Dimensional Skills and Gender Differences in Stem Majors," The Economic Journal, Royal Economic Society, vol. 133(651), pages 1217-1247.
    16. Carta, Francesca & Rizzica, Lucia, 2018. "Early kindergarten, maternal labor supply and children's outcomes: Evidence from Italy," Journal of Public Economics, Elsevier, vol. 158(C), pages 79-102.
    17. Nibbering, Didier & Oosterveen, Matthijs & Silva, Pedro Luís, 2022. "Clustered Local Average Treatment Effects: Fields of Study and Academic Student Progress," IZA Discussion Papers 15159, Institute of Labor Economics (IZA).
    18. Fitzenberger, Bernd & Furdas, Marina & Sajons, Christoph, 2017. "End-of-Year Spending and the Long-Run Employment: Effects of Training Programs for the Unemployed," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168310, Verein für Socialpolitik / German Economic Association.
    19. Vishal Kamat & Samuel Norris & Matthew Pecenco, 2023. "Identification in Multiple Treatment Models under Discrete Variation," Papers 2307.06174, arXiv.org.
    20. Aniket A. Kawatkar & Joel W. Hay & William Stohl & Michael B. Nichol, 2013. "Incremental Expenditure Of Biologic Disease Modifying Antirheumatic Treatment Using Instrumental Variables In Panel Data," Health Economics, John Wiley & Sons, Ltd., vol. 22(7), pages 807-823, July.

  6. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute of Labor Economics (IZA).

    Cited by:

    1. James J. Heckman & Petra E. Todd, 2009. "A note on adapting propensity score matching and selection models to choice based samples," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 230-234, January.
    2. Francesco Polese & Sergio Barile & Francesco Caputo & Luca Carrubbo & Leonard Waletzky, 2018. "Determinants for Value Cocreation and Collaborative Paths in Complex Service Systems: A Focus on (Smart) Cities," Service Science, INFORMS, vol. 10(4), pages 397-407, December.
    3. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    4. Jeremiah Harris & Ralph Siebert, 2015. "Driven by the Discount Factor: Impact of Mergers on Market Performance in the Semiconductor Industry," CESifo Working Paper Series 5199, CESifo.
    5. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    6. Dong, Lei & Du, Rui & Kahn, Matthew & Ratti, Carlo & Zheng, Siqi, 2021. "“Ghost cities” versus boom towns: Do China's high-speed rail new towns thrive?," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    7. Tarek Azzam & Michael Bates & David Fairris, 2020. "Do Learning Communities Increase First Year College Retention? Testing Sample Selection and External Validity of Randomized Control Trials," Working Papers 202022, University of California at Riverside, Department of Economics, revised Jul 2020.
    8. Yu-Chin Hsu & Ta-Cheng Huang & Haiqing Xu, 2018. "Testing for Unobserved Heterogeneous Treatment Effects with Observational Data," Papers 1803.07514, arXiv.org, revised Aug 2021.
    9. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    10. Martin Ravallion, 2022. "On the Gains from Tradable Benefits‐in‐kind: Evidence for Workfare in India," Economica, London School of Economics and Political Science, vol. 89(355), pages 770-787, July.
    11. Filomena, Mattia & Giorgetti, Isabella & Picchio, Matteo, 2022. "Off to a bad start: youth nonemployment and labor market outcomes later in life," GLO Discussion Paper Series 1116, Global Labor Organization (GLO).
    12. Karim Chalak & Halbert White, 2011. "Viewpoint: An extended class of instrumental variables for the estimation of causal effects," Canadian Journal of Economics, Canadian Economics Association, vol. 44(1), pages 1-51, February.
    13. Timothy Tyler Brown & Erin Dela Cruz & Stephen Scott Brown, 2011. "The effect of dental care on cardiovascular disease outcomes: an application of instrumental variables in the presence of heterogeneity and self‐selection," Health Economics, John Wiley & Sons, Ltd., vol. 20(10), pages 1241-1256, October.
    14. Sergio, Urzúa, 2012. "La rentabilidad de la educación superior en Chile: revisión de las bases de 30 años de políticas públicas," Estudios Públicos, Centro de Estudios Públicos, vol. 0(125), pages 2-52.
    15. Puga, Diego & Overman, Henry & , & Turner, Matthew, 2007. "Fat City: Questioning the Relationship Between Urban Sprawl and Obesity," CEPR Discussion Papers 6191, C.E.P.R. Discussion Papers.
    16. Lorenzo Almada & Ian McCarthy & Rusty Tchernis, 2016. "What Can We Learn about the Effects of Food Stamps on Obesity in the Presence of Misreporting?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(4), pages 997-1017.
    17. Banerjee, Soumendra Nath & Roy, Jayjit & Yasar, Mahmut, 2021. "Exporting and pollution abatement expenditure: Evidence from firm-level data," Journal of Environmental Economics and Management, Elsevier, vol. 105(C).
    18. Barron, Manuel & Torero, Maximo, 2015. "Fixed Costs, Spillovers, and Adoption of Electric Connections," MPRA Paper 63804, University Library of Munich, Germany.
    19. Eskil Heinesen & Christian Hvid & Lars Johannessen Kirkebøen & Edwin Leuven & Magne Mogstad, 2022. "Instrumental Variables with Unordered Treatments: Theory and Evidence from Returns to Fields of Study," NBER Working Papers 30574, National Bureau of Economic Research, Inc.
    20. Dionissi Aliprantis, 2012. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Working Papers (Old Series) 1122R, Federal Reserve Bank of Cleveland.
    21. Isaiah Andrews & Timothy B. Armstrong, 2015. "Unbiased Instrumental Variables Estimation under Known First-Stage Sign," Cowles Foundation Discussion Papers 1984R, Cowles Foundation for Research in Economics, Yale University, revised Mar 2015.
    22. Zhengyu Cai, 2019. "Hours worked of the self‐employed and agglomeration," Growth and Change, Wiley Blackwell, vol. 50(1), pages 352-380, March.
    23. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    24. Mattoo, Aaditya & Cadot, Olivier & Gourdon, Julien & Fernandes, Ana Margarida, 2011. "Impact Evaluation of Trade Interventions: Paving the Way," CEPR Discussion Papers 8428, C.E.P.R. Discussion Papers.
    25. Giesecke, Matthias & Schuss, Eric, 2019. "Heterogeneity in marginal returns to language training of immigrants," Ruhr Economic Papers 812, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    26. Di Zeng & Jeffrey Alwang & George W. Norton & Bekele Shiferaw & Moti Jaleta & Chilot Yirga, 2015. "Ex post impacts of improved maize varieties on poverty in rural Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 515-526, July.
    27. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    28. Ervin Prifti & Daniela Vuri, 2012. "Employment Protection and Fertility: Evidence from the 1990 Italian Reform," CESifo Working Paper Series 3805, CESifo.
    29. Heckman, James J. & Schmierer, Daniel, 2010. "Tests of hypotheses arising in the correlated random coefficient model," Economic Modelling, Elsevier, vol. 27(6), pages 1355-1367, November.
    30. Liran Einav & Amy Finkelstein & Stephen Ryan & Paul Schrimpf & Mark Cullen, 2011. "Selection on Moral Hazard in Health Insurance," Discussion Papers 10-027, Stanford Institute for Economic Policy Research.
    31. Kässi, Otto & Lehdonvirta, Vili, 2018. "Do Digital Skill Certificates Help New Workers Enter the Market? Evidence from an Online Labour Platform," SocArXiv 7tybd, Center for Open Science.
    32. Erkmen G. Aslim & Wei Fu & Chia-Lun Liu & Erdal Tekin, 2022. "Vaccination Policy, Delayed Care, and Health Expenditures," NBER Working Papers 30139, National Bureau of Economic Research, Inc.
    33. Patrick Kline & Christopher R. Walters, 2017. "On Heckits, LATE, and Numerical Equivalence," Papers 1706.05982, arXiv.org, revised Oct 2018.
    34. Akabayashi, Hideo & Ruberg, Tim & Shikishima, Chizuru & Yamashita, Jun, 2023. "Education-oriented and care-oriented preschools: Implications on child development," Labour Economics, Elsevier, vol. 84(C).
    35. Rojas, Eugenio & Sánchez, Rafael & Villena, Mauricio G., 2016. "Credit constraints in higher education in a context of unobserved heterogeneity," Economics of Education Review, Elsevier, vol. 52(C), pages 225-250.
    36. Sokbae Lee & Bernard Salani'e, 2020. "Treatment Effects with Targeting Instruments," Papers 2007.10432, arXiv.org, revised Nov 2023.
    37. Bleakley, Hoyt & Cowan, Kevin, 2010. "Maturity mismatch and financial crises: Evidence from emerging market corporations," Journal of Development Economics, Elsevier, vol. 93(2), pages 189-205, November.
    38. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    39. Amine Ouazad & Romain Rancière, 2019. "City Equilibrium With Borrowing Constraints: Structural Estimation And General Equilibrium Effects," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 60(2), pages 721-749, May.
    40. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2014. "Access to college and heterogeneous returns to education in China," Economics of Education Review, Elsevier, vol. 42(C), pages 78-92.
    41. Sang Yoon (Tim) Lee & Yongseok Shin & Donghoon Lee, 2015. "The Option Value of Human Capital: Higher Education and Wage Inequality," NBER Working Papers 21724, National Bureau of Economic Research, Inc.
    42. S. Baert & B. Cockx, 2013. "Pure Ethnic Gaps in Educational Attainment and School to Work Transitions. When Do They Arise?," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 13/832, Ghent University, Faculty of Economics and Business Administration.
    43. Dionissi Aliprantis, 2012. "Redshirting, Compulsory Schooling Laws, and Educational Attainment," Journal of Educational and Behavioral Statistics, , vol. 37(2), pages 316-338, April.
    44. Mnasri, Mohamed & Dionne, Georges & Gueyie, Jean-Pierre, 2017. "The use of nonlinear hedging strategies by US oil producers: Motivations and implications," Energy Economics, Elsevier, vol. 63(C), pages 348-364.
    45. Edwards, Ben & Fiorini, Mario & Stevens, Katrien & Taylor, Matthew, 2013. "Is Monotonicity in an IV and RD design testable? No, but you can still check it," Working Papers 2013-06, University of Sydney, School of Economics.
    46. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    47. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
    48. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.
    49. Eric Schuss & Mohammed Azaouagh, 2021. "Combining parenthood and work: transmission channels and heterogeneous returns to early public childcare," Review of Economics of the Household, Springer, vol. 19(3), pages 641-676, September.
    50. Sean F. Reardon & Stephen W. Raudenbush, 2013. "Under What Assumptions Do Site-by-Treatment Instruments Identify Average Causal Effects?," Sociological Methods & Research, , vol. 42(2), pages 143-163, May.
    51. John Engberg & Dennis Epple & Jason Imbrogno & Holger Sieg & Ron Zimmer, 2014. "Evaluating Education Programs That Have Lotteried Admission and Selective Attrition," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 27-63.
    52. Mari, Gabriele & Keizer, Renske, 2021. "Do high-income households 'label' family cash transfers? Evidence on family expenditures from Australia," SocArXiv ucyzb, Center for Open Science.
    53. Nadja van 't Hoff, 2023. "Identifying Causal Effects of Nonbinary, Ordered Treatments using Multiple Instrumental Variables," Papers 2311.17575, arXiv.org.
    54. Shoya Ishimaru, 2021. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," Papers 2101.04346, arXiv.org, revised Jun 2022.
    55. Francetic Igor, 2022. "Selection on moral hazard in the Swiss market for mandatory health insurance: Empirical evidence from Swiss Household Panel data," Papers 2208.03815, arXiv.org, revised Sep 2023.
    56. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2013. "Are Some Degrees Worth More than Others? Evidence from college admission cutoffs in Chile," NBER Working Papers 19241, National Bureau of Economic Research, Inc.
    57. Daunfeldt, Sven-Olov & Landström, Mats & Rudholm, Niklas, 2013. "Are Central Bank Independence Reforms Necessary for Achieving Low and Stable Inflation?," HUI Working Papers 95, HUI Research.
    58. Yitzhaki, Shlomo & Schechtman, Edna, 2012. "Identifying monotonic and non-monotonic relationships," Economics Letters, Elsevier, vol. 116(1), pages 23-25.
    59. Murgai, Rinku & Ravallion, Martin & van de Walle, Dominique, 2013. "Is workfare cost-effective against poverty in a poor labor-surplus economy?," Policy Research Working Paper Series 6673, The World Bank.
    60. David G. Blanchflower & Alex Bryson, 2010. "The Wage Impact of Trade Unions in the UK Public and Private Sectors," Economica, London School of Economics and Political Science, vol. 77(305), pages 92-109, January.
    61. Timothy B. Armstrong & Michal Kolesar, 2014. "A Simple Adjustment for Bandwidth Snooping," Cowles Foundation Discussion Papers 1961R, Cowles Foundation for Research in Economics, Yale University, revised Jul 2015.
    62. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    63. Buhl-Wiggers, Julie & Kerwin, Jason & Muñoz-Morales, Juan S. & Smith, Jeffrey A. & Thornton, Rebecca L., 2020. "Some Children Left Behind: Variation in the Effects of an Educational Intervention," IZA Discussion Papers 13598, Institute of Labor Economics (IZA).
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    2. Dionissi Aliprantis, 2014. "When Should Children Start School?," Journal of Human Capital, University of Chicago Press, vol. 8(4), pages 481-536.
    3. Romuald Meango, 2023. "Identification of Ex Ante Returns Using Elicited Choice Probabilities," Papers 2303.03009, arXiv.org.
    4. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
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    38. Giesecke, Matthias & Schuss, Eric, 2019. "Heterogeneity in marginal returns to language training of immigrants," Ruhr Economic Papers 812, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
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    43. Fernandez-Val , Ivan & van Vuuren, Aico & Vella, Francis, 2018. "Nonseparable Sample Selection Models with Censored Selection Rules," Working Papers in Economics 716, University of Gothenburg, Department of Economics.
    44. Heckman, James J. & Schmierer, Daniel, 2010. "Tests of hypotheses arising in the correlated random coefficient model," Economic Modelling, Elsevier, vol. 27(6), pages 1355-1367, November.
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    46. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," Working Papers hal-04067399, HAL.
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    471. Black, Dan A. & Joo, Joonhwi & LaLonde, Robert J. & Smith, Jeffrey A. & Taylor, Evan J., 2015. "Simple Tests for Selection Bias: Learning More from Instrumental Variables," IZA Discussion Papers 9346, Institute of Labor Economics (IZA).
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    475. Shui Ki Wan & Cheng Hsiao & Qiankun Zhou, 2021. "Can a time-varying structure provide a more robust panel construction of counterfactuals-straitjacket or straitjackets?," Empirical Economics, Springer, vol. 60(1), pages 113-129, January.
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    477. Shikuku, Kelvin Mashisia, 2019. "Information exchange links, knowledge exposure, and adoption of agricultural technologies in northern Uganda," World Development, Elsevier, vol. 115(C), pages 94-106.
    478. Carolina Arteaga, 2021. "Parental Incarceration and Children's Educational Attainment," Working Papers tecipa-703, University of Toronto, Department of Economics.
    479. Lin, Zhongjian & Vella, Francis, 2021. "Selection and Endogenous Treatment Models with Social Interactions: An Application to the Impact of Exercise on Self-Esteem," IZA Discussion Papers 14167, Institute of Labor Economics (IZA).
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    482. Vishal Kamat & Samuel Norris & Matthew Pecenco, 2023. "Identification in Multiple Treatment Models under Discrete Variation," Papers 2307.06174, arXiv.org.
    483. Dandedjrohoun, Lidia & Diagne, Aliou & Biaou, Gauthier & N'Cho, Simon & Midingoyi, Soul-Kifouly, 2012. "Determinants of diffusion and adoption of improved technology for rice parboiling in Benin," Review of Agricultural and Environmental Studies - Revue d'Etudes en Agriculture et Environnement (RAEStud), Institut National de la Recherche Agronomique (INRA), vol. 93(2).
    484. Abrevaya, Jason & Xu, Haiqing, 2023. "Estimation of treatment effects under endogenous heteroskedasticity," Journal of Econometrics, Elsevier, vol. 234(2), pages 451-478.
    485. Gonzalo Nunez-Chaim & Henry G. Overman & Capucine Riom, 2024. "Does subsidising business advice improve firm performance? Evidence from a large RCT," CEP Discussion Papers dp1977, Centre for Economic Performance, LSE.
    486. Matthew Wiswall & Basit Zafar, 2016. "Human capital investments and expectations about career and family," Staff Reports 792, Federal Reserve Bank of New York.
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    489. Joseph J. Doyle Jr., 2008. "Child Protection and Adult Crime: Using Investigator Assignment to Estimate Causal Effects of Foster Care," Journal of Political Economy, University of Chicago Press, vol. 116(4), pages 746-770, August.
    490. Alberto Bisin & Andrea Moro, 2020. "LATE for History," NBER Working Papers 28113, National Bureau of Economic Research, Inc.
    491. Shanwen Zhu & Man Li & Renyao Zhong & Peter C. Coyte, 2019. "The Effects of Co-Residence on the Subjective Well-Being of Older Chinese Parents," Sustainability, MDPI, vol. 11(7), pages 1-17, April.
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    493. Lokossou, Jourdain & Arouna, Aminou & Diagne, Aliou & Biaou, Gauthier, 2015. "Gender differential Impact of NERICA adoption on Total Factor Productivity: evidence from Benin Republic," 2015 Conference, August 9-14, 2015, Milan, Italy 212056, International Association of Agricultural Economists.
    494. Juliano Assuncao & Robert McMillan & Joshua Murphy & Eduardo Souza-Rodrigues, 2019. "Optimal Environmental Targeting in the Amazon Rainforest," Working Papers tecipa-631, University of Toronto, Department of Economics.
    495. Yinchu Zhu, 2021. "Phase transition of the monotonicity assumption in learning local average treatment effects," Papers 2103.13369, arXiv.org.
    496. Orazio Attanasio & Katja Kaufmann, 2009. "Educational Choices, Subjective Expectations, and Credit Constraints," NBER Working Papers 15087, National Bureau of Economic Research, Inc.
    497. Valerie Albouy & Laurent Davezies & Thierry Debrand, 2009. "Dynamic Estimation of Health Expenditure: A new approach for simulating individual expenditure," Working Papers DT20, IRDES institut for research and information in health economics, revised Jan 2009.
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    499. Alene, A.D. & Wossen, T. & Abdoulaye, T., 2018. "Poverty Reduction Effects of Technology Adoption: Evidence from Nigeria," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 276980, International Association of Agricultural Economists.
    500. Dionissi Aliprantis, 2017. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Empirical Economics, Springer, vol. 52(3), pages 925-954, May.
    501. Junlong Feng, 2019. "Matching Points: Supplementing Instruments with Covariates in Triangular Models," Papers 1904.01159, arXiv.org, revised Jul 2020.
    502. Jiang, Lingduo & Lu, Yi & Song, Hong & Zhang, Guofeng, 2023. "Responses of exporters to trade protectionism: Inferences from the US-China trade war," Journal of International Economics, Elsevier, vol. 140(C).
    503. Guber, Raphael, 2018. "Instrument Validity Tests with Causal Trees: With an Application to the Same-sex Instrument," MEA discussion paper series 201805, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    504. Dean Eckles & Nikolaos Ignatiadis & Stefan Wager & Han Wu, 2020. "Noise-Induced Randomization in Regression Discontinuity Designs," Papers 2004.09458, arXiv.org, revised Nov 2023.
    505. Jay Bhattacharya & William B. Vogt, 2007. "Do Instrumental Variables Belong in Propensity Scores?," NBER Technical Working Papers 0343, National Bureau of Economic Research, Inc.
    506. Dontsop Nguezet, Paul Martin & Diagne, Aliou & Okoruwa, Victor O. & Ojehomon, Vivian E.T., 2012. "Estimation of Actual and Potential Adoption Rates and Determinants of NERICA Rice Varieties in Nigeria," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 126069, International Association of Agricultural Economists.
    507. Chib, Siddhartha & Jacobi, Liana, 2008. "Analysis of treatment response data from eligibility designs," Journal of Econometrics, Elsevier, vol. 144(2), pages 465-478, June.
    508. Zhenting Sun & Kaspar Wuthrich, 2022. "Pairwise Valid Instruments," Papers 2203.08050, arXiv.org, revised Jan 2024.
    509. Zhu, Rong & Onur, Ilke, 2023. "Does retirement (really) increase informal caregiving? Quasi-experimental evidence from Australia," Journal of Health Economics, Elsevier, vol. 87(C).
    510. Halbert White & Karim Chalak, 2008. "Identifying Structural Effects in Nonseparable Systems Using Covariates," Boston College Working Papers in Economics 734, Boston College Department of Economics.
    511. Thomas M. Russell, 2020. "Policy Transforms and Learning Optimal Policies," Papers 2012.11046, arXiv.org.
    512. Olasehinde, Toba Stephen & Jin, Ye & Qiao, Fangbin & Mao, Shiping, 2023. "Marginal returns on Chinese agricultural technology transfer in Nigeria: Who benefits more?," China Economic Review, Elsevier, vol. 78(C).
    513. Kédagni, Désiré, 2023. "Identifying treatment effects in the presence of confounded types," Journal of Econometrics, Elsevier, vol. 234(2), pages 479-511.
    514. Todd, Petra E., 2012. "Effectiveness of interventions aimed at improving women's employability and quality of work : a critical review," Policy Research Working Paper Series 6189, The World Bank.
    515. Shuxi Zeng & Fan Li & Peng Ding, 2020. "Is being an only child harmful to psychological health?: evidence from an instrumental variable analysis of China's one‐child policy," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 183(4), pages 1615-1635, October.
    516. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," SciencePo Working papers Main hal-04067399, HAL.
    517. Bonou, Alice & Diagne, Aliou & Biaou, Gauthier, 2013. "Agricultural technology adoption and rice varietal diversity: A Local Average Treatment Effect (LATE) Approach for rural Benin," 2013 Fourth International Conference, September 22-25, 2013, Hammamet, Tunisia 158482, African Association of Agricultural Economists (AAAE).
    518. Santiago Acerenza, 2021. "Partial Identification of Marginal Treatment Effects with discrete instruments and misreported treatment," Papers 2110.06285, arXiv.org, revised Mar 2023.
    519. Dai, Xianhua & Heckman, James J., 2013. "Older siblings' contributions to young child's cognitive skills," Economic Modelling, Elsevier, vol. 35(C), pages 235-248.
    520. Nordin, Martin, 2013. "Does the Decoupling Reform Affect Agricultural Employment in Sweden? Evidence from an Exogenous Change," Working Papers 2013:40, Lund University, Department of Economics.
    521. Atul Gupta & Sabrina T Howell & Constantine Yannelis & Abhinav Gupta, 2021. "Does Private Equity Investment in Healthcare Benefit Patients? Evidence from Nursing Homes," Working Papers 2021-20, Becker Friedman Institute for Research In Economics.
    522. Radchenko, Natalia, 2014. "Heterogeneity in Informal Salaried Employment: Evidence from the Egyptian Labor Market Survey," World Development, Elsevier, vol. 62(C), pages 169-188.
    523. Stefan Boes, 2009. "Partial Identification of Discrete Counterfactual Distributions with Sequential Update of Information," SOI - Working Papers 0918, Socioeconomic Institute - University of Zurich.
    524. Balavac-Orlic, Merima & Posadas, Josefina, 2023. "One (program) for all or all (programs) for one: Evaluation of the employment program opportunity for all of the federation of Bosnia and Herzegovina," Economic Systems, Elsevier, vol. 47(1).
    525. Escanciano, Juan Carlos, 2023. "Irregular identification of structural models with nonparametric unobserved heterogeneity," Journal of Econometrics, Elsevier, vol. 234(1), pages 106-127.
    526. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2016. "The effect of improved storage innovations on food security and welfare in Ethiopia," MERIT Working Papers 2016-063, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    527. Takuya Hasebe, 2018. "Treatment effect estimators for count data models," Health Economics, John Wiley & Sons, Ltd., vol. 27(11), pages 1868-1873, November.
    528. Bedi, Shaibu Mellon & Azzarri, Carlo & Kotu, Bekele Hundi & Kornher, Lukas, 2021. "Scaling-up Agricultural Innovations: Who Should be Targeted?," 2021 Conference, August 17-31, 2021, Virtual 315267, International Association of Agricultural Economists.
    529. Lance Lochner & Enrico Moretti, 2011. "Estimating and Testing Non-Linear Models Using Instrumental Variables," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20112, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    530. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2018. "The impacts of postharvest storage innovations on food security and welfare in Ethiopia," Food Policy, Elsevier, vol. 75(C), pages 52-67.
    531. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.
    532. Fiorini, Mario & Katrien Stevens, 2014. "Assessing the Monotonicity Assumption in IV and fuzzy RD designs," Working Papers 2014-13, University of Sydney, School of Economics.
    533. Spanos, Yiannis E., 2021. "Exploring heterogeneous returns to collaborative R&D: A marginal treatment effects perspective," Research Policy, Elsevier, vol. 50(5).
    534. Andrew Goodman-Bacon, 2016. "The Long-Run Effects of Childhood Insurance Coverage: Medicaid Implementation, Adult Health, and Labor Market Outcomes," NBER Working Papers 22899, National Bureau of Economic Research, Inc.
    535. Michael P. Murray, 2014. "Teaching About Heterogeneous Response Models," The Journal of Economic Education, Taylor & Francis Journals, vol. 45(2), pages 110-120, June.
    536. Phillip Heiler, 2020. "Efficient Covariate Balancing for the Local Average Treatment Effect," Papers 2007.04346, arXiv.org.
    537. Vitaly L. Tambovtsev, 2021. "Targeted programs in the Russian Federation as a matter for evaluation," Upravlenets, Ural State University of Economics, vol. 12(2), pages 46-62, April.
    538. Jacobi, Liana & Wagner, Helga & Frühwirth-Schnatter, Sylvia, 2016. "Bayesian treatment effects models with variable selection for panel outcomes with an application to earnings effects of maternity leave," Journal of Econometrics, Elsevier, vol. 193(1), pages 234-250.
    539. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    540. Roy Allen & John Rehbeck, 2020. "Hicksian complementarity and perturbed utility models," Economic Theory Bulletin, Springer;Society for the Advancement of Economic Theory (SAET), vol. 8(2), pages 245-261, October.
    541. Lamin Dibba & Manfred Zeller & Aliou Diagne, 2017. "The impact of new Rice for Africa (NERICA) adoption on household food security and health in the Gambia," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 9(5), pages 929-944, October.
    542. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank.
    543. Arthur Lewbel & Thomas Tao Yang, 2013. "Identifying the Average Treatment Effect in a Two Threshold Model," Boston College Working Papers in Economics 825, Boston College Department of Economics.

  8. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc.

    Cited by:

    1. Patrick Kline & Andres Santos, 2013. "Sensitivity to missing data assumptions: Theory and an evaluation of the U.S. wage structure," Quantitative Economics, Econometric Society, vol. 4(2), pages 231-267, July.
    2. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    3. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," SOI - Working Papers 0709, Socioeconomic Institute - University of Zurich.
    4. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation for Research in Economics, Yale University.
    5. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    6. Edward Vytlacil, 2006. "A Note on Additive Separability and Latent Index Models of Binary Choice: Representation Results," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 515-518, August.
    7. Anders Forslund & Oskar Nordström Stans, 2006. "Swedish Youth Labour Market Policies Revisited," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 75(3), pages 168-185.
    8. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    9. Alfred Galichon & Marc Henry, 2021. "Inference in Incomplete Models," Papers 2102.12257, arXiv.org.
    10. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    11. Stefan Boes, 2009. "Bounds on Counterfactual Distributions Under Semi-Monotonicity Constraints," SOI - Working Papers 0920, Socioeconomic Institute - University of Zurich.
    12. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
    13. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
    14. Machado, Cecilia & Shaikh, Azeem M. & Vytlacil, Edward J., 2019. "Instrumental variables and the sign of the average treatment effect," Journal of Econometrics, Elsevier, vol. 212(2), pages 522-555.
    15. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    16. Shaikh, Azeem M. & Vytlacil, Edward, 2008. "Endogenous binary choice models with median restrictions: A comment," Economics Letters, Elsevier, vol. 98(1), pages 23-28, January.
    17. Lucie Schmidt & Purvi Sevak, 2013. "How do Immigrants Fare in Retirement," Department of Economics Working Papers 2012-07, Department of Economics, Williams College.
    18. Stefan Boes, 2009. "Partial Identification of Discrete Counterfactual Distributions with Sequential Update of Information," SOI - Working Papers 0918, Socioeconomic Institute - University of Zurich.
    19. Casey Quinn, 2005. "Generalisable regression methods for costeffectiveness using copulas," Health, Econometrics and Data Group (HEDG) Working Papers 05/13, HEDG, c/o Department of Economics, University of York.

  9. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.

    Cited by:

    1. Ismael Mourifie & Yuanyuan Wan, 2014. "Testing Local Average Treatment Effect Assumptions," Working Papers tecipa-514, University of Toronto, Department of Economics.
    2. Sung Jae Jun & Sokbae Lee, 2020. "Causal Inference under Outcome-Based Sampling with Monotonicity Assumptions," Papers 2004.08318, arXiv.org, revised Oct 2023.
    3. Ity Shurtz & Alon Eizenberg & Adi Alkalay & Amnon Lahad, 2022. "Physician workload and treatment choice: the case of primary care," RAND Journal of Economics, RAND Corporation, vol. 53(4), pages 763-791, December.
    4. Gobillon, Laurent & Milcent, Carine, 2012. "Evaluating the Effect of Ownership Status on Hospital Quality: The Key Role of Innovative Procedures," IZA Discussion Papers 7082, Institute of Labor Economics (IZA).
    5. Kyunghoon Ban & D'esir'e K'edagni, 2021. "Nonparametric Bounds on Treatment Effects with Imperfect Instruments," Papers 2109.14785, arXiv.org.
    6. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    7. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    8. Jay Bhattacharya & Adam Isen, 2008. "On Inferring Demand for Health Care in the Presence of Anchoring, Acquiescence, and Selection Biases," NBER Working Papers 13865, National Bureau of Economic Research, Inc.
    9. Domenico Depalo & Santiago Pereda-Fernández, 2020. "Consistent estimates of the public/private wage gap," Empirical Economics, Springer, vol. 58(6), pages 2937-2947, June.
    10. John A. List & Azeem M. Shaikh & Yang Xu, 2016. "Multiple Hypothesis Testing in Experimental Economics," NBER Working Papers 21875, National Bureau of Economic Research, Inc.
    11. Sung Jae Jun & Sokbae (Simon) Lee, 2020. "Causal inference in case-control studies," CeMMAP working papers CWP19/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    12. Depalo, Domenico, 2020. "True Covid-19 mortality rates from administrative data," GLO Discussion Paper Series 630, Global Labor Organization (GLO).
    13. Francesca Molinari, 2020. "Microeconometrics with Partial Identi?cation," CeMMAP working papers CWP15/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    14. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2017. "Going beyond LATE: Bounding Average Treatment Effects of Job Corps Training," GLO Discussion Paper Series 93, Global Labor Organization (GLO).
    15. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    16. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    17. Blanco, German & Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2018. "Bounds on Average and Quantile Treatment Effects on Duration Outcomes under Censoring, Selection, and Noncompliance," GLO Discussion Paper Series 288, Global Labor Organization (GLO).
    18. Francesca Molinari, 2019. "Econometrics with Partial Identification," CeMMAP working papers CWP25/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    19. Machado, Cecilia & Shaikh, Azeem M. & Vytlacil, Edward J., 2019. "Instrumental variables and the sign of the average treatment effect," Journal of Econometrics, Elsevier, vol. 212(2), pages 522-555.
    20. John List & Azeem Shaikh & Atom Vayalinkal, 2023. "Multiple Testing with Covariate Adjustment in Experimental Economics," Natural Field Experiments 00732, The Field Experiments Website.
    21. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    22. Martin Huber & Giovanni Mellace, 2010. "Sharp IV bounds on average treatment effects under endogeneity and noncompliance," University of St. Gallen Department of Economics working paper series 2010 2010-31, Department of Economics, University of St. Gallen.
    23. Jay Bhattacharya & William B. Vogt, 2007. "Do Instrumental Variables Belong in Propensity Scores?," NBER Technical Working Papers 0343, National Bureau of Economic Research, Inc.
    24. Sokbae Lee & Martin Weidner, 2021. "Bounding Treatment Effects by Pooling Limited Information across Observations," Papers 2111.05243, arXiv.org, revised Dec 2023.

  10. Florens, Jean-Pierre & Heckman, James J. & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse.

    Cited by:

    1. Fertig, Michael, 2004. "What Can We Learn From International Student Performance Studies? Some Methodological Remarks," RWI Discussion Papers 23, RWI - Leibniz-Institut für Wirtschaftsforschung.
    2. Christian Belzil & Jörgen Hansen, 2004. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," Working Papers 0405, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    3. Fertig, Michael, 2004. "Shot Across the Bow, Stigma or Selection? The Effect of Repeating a Class on Educational Attainment," IZA Discussion Papers 1266, Institute of Labor Economics (IZA).
    4. Frölich, Markus, 2002. "Nonparametric IV Estimation of Local Average Treatment Effects with Covariates," IZA Discussion Papers 588, Institute of Labor Economics (IZA).
    5. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    6. Blundell, Richard & Powell, James L., 2007. "Censored regression quantiles with endogenous regressors," Journal of Econometrics, Elsevier, vol. 141(1), pages 65-83, November.
    7. Xavier d'Haultfoeuille, 2006. "On the Completeness Condition in Nonparametric Instrumental Problems," Working Papers 2006-32, Center for Research in Economics and Statistics.
    8. Mougeot, M. & Picard, D. & Tribouley, K., 2014. "LOL selection in high dimension," Computational Statistics & Data Analysis, Elsevier, vol. 71(C), pages 743-757.
    9. Severini, Thomas A. & Tripathi, Gautam, 2006. "Some Identification Issues In Nonparametric Linear Models With Endogenous Regressors," Econometric Theory, Cambridge University Press, vol. 22(2), pages 258-278, April.
    10. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," Annals of Economics and Statistics, GENES, issue 91-92, pages 151-174.
    11. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2005. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," NBER Working Papers 11544, National Bureau of Economic Research, Inc.
    12. Aassve, Arnstein & Arpino, Bruno, 2008. "Estimation of causal effects of fertility on economic wellbeing: evidence from rural Vietnam," ISER Working Paper Series 2007-27, Institute for Social and Economic Research.
    13. Richard Blundell & Xiaohong Chen & Dennis Kristensen, 2003. "Nonparametric IV estimation of shape-invariant Engel curves," CeMMAP working papers CWP15/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    14. d'Haultfoeuille, Xavier, 2010. "A new instrumental method for dealing with endogenous selection," Journal of Econometrics, Elsevier, vol. 154(1), pages 1-15, January.

  11. Heckman, J J & Tobias, Justin & Vytlacil, Ed, 2003. "Simple Estimators for Treatment Parameters in a Latent Variable Framework," Staff General Research Papers Archive 12012, Iowa State University, Department of Economics.

    Cited by:

    1. Calzolari, Giorgio & Di Pino, Antonino, 2009. "Individual wage and reservation wage: efficient estimation of a simultaneous equation model with endogenous limited dependent variables," MPRA Paper 22984, University Library of Munich, Germany.
    2. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    3. Hosoe, Nobuhiro & Takagi, Shingo, 2012. "Retail power market competition with endogenous entry decision—An auction data analysis," Journal of the Japanese and International Economies, Elsevier, vol. 26(3), pages 351-368.
    4. Justin L. Tobias & Mingliang Li, 2004. "Returns to Schooling and Bayesian Model Averaging: A Union of Two Literatures," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 153-180, April.
    5. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    6. Letort, Elodie & Carpentier, Alain, 2009. "Endogeneity of acreage choices in input allocation equations: implied problems and a solution," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49217, Agricultural and Applied Economics Association.
    7. Delajara, Marcelo & Freije, Samuel & Soloaga, Isidro, 2013. "Evaluation of training for the unemployed in Mexico: learning by comparing methods," MPRA Paper 55210, University Library of Munich, Germany.
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    88. Yonas Alem & Håkan Eggert & Remidius Ruhinduka, 2015. "Improving Welfare Through Climate-Friendly Agriculture: The Case of the System of Rice Intensification," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 62(2), pages 243-263, October.
    89. Boggio, Margherita, 2012. "Municipal Capitalism: from State to Mixed Ownership in Local Public Services Provision," MPRA Paper 46245, University Library of Munich, Germany.
    90. Menale Kassie & Hailemariam Teklewold & Paswel Marenya & Moti Jaleta & Olaf Erenstein, 2015. "Production Risks and Food Security under Alternative Technology Choices in Malawi: Application of a Multinomial Endogenous Switching Regression," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(3), pages 640-659, September.
    91. Mark Clatworthy & Gerald Makepeace & Michael Peel, 2009. "Selection bias and the Big Four premium: New evidence using Heckman and matching models," Accounting and Business Research, Taylor & Francis Journals, vol. 39(2), pages 139-166.
    92. Vigani, Mauro & Kathage, Jonas, 2016. "The impact of risk management practices on wheat productivity in France and Hungary," 90th Annual Conference, April 4-6, 2016, Warwick University, Coventry, UK 236352, Agricultural Economics Society.
    93. Rusike, J. & Mahungu, N.M. & Lukombo, S.S. & Kendenga, T. & Bidiaka, S.M. & Alene, A. & Lema, A. & Manyong, V.M., 2014. "Does a cassava research-for-development program have impact at the farm level? Evidence from the Democratic Republic of Congo," Food Policy, Elsevier, vol. 46(C), pages 193-204.
    94. Kebebe, E. G., 2017. "Household nutrition and income impacts of using dairy technologies in mixed crop–livestock production systems," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 61(4), October.
    95. Czarnitzki, Dirk & Lopes Bento, Cindy & Doherr, Thorsten, 2011. "Counterfactual impact evaluation of cohesion policy. Work package 2: Examples from support to innovation and research. Final report," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 110541, September.
    96. Chib, Siddhartha & Jacobi, Liana, 2008. "Analysis of treatment response data from eligibility designs," Journal of Econometrics, Elsevier, vol. 144(2), pages 465-478, June.
    97. Salvatore Di Falco & Marcella Veronesi, 2011. "On Adaptation to Climate Change and Risk Exposure in the Nile Basin of Ethiopia," IED Working paper 11-15, IED Institute for Environmental Decisions, ETH Zurich.
    98. Nkegbe, Paul Kwame & Abdul Mumin, Yazeed, 2022. "Impact of community development initiatives and access to community markets on household food security and nutrition in Ghana," Food Policy, Elsevier, vol. 113(C).
    99. Abdisa, Lamessa T., 2019. "Firm Performance Under Infrastructure Constraints: Evodence from Sub-sahara African Firms," MPRA Paper 95758, University Library of Munich, Germany.
    100. David A. Freedman, 2006. "Statistical Models for Causation," Evaluation Review, , vol. 30(6), pages 691-713, December.
    101. Bedi, Shaibu Mellon & Azzarri, Carlo & Kotu, Bekele Hundi & Kornher, Lukas, 2021. "Scaling-up Agricultural Innovations: Who Should be Targeted?," 2021 Conference, August 17-31, 2021, Virtual 315267, International Association of Agricultural Economists.
    102. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2018. "The impacts of postharvest storage innovations on food security and welfare in Ethiopia," Food Policy, Elsevier, vol. 75(C), pages 52-67.
    103. Asfaw, Solomon & Shiferaw, Bekele A., 2010. "Agricultural Technology Adoption and Rural Poverty: Application of an Endogenous Switching Regression for Selected East African Countries," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 97049, African Association of Agricultural Economists (AAAE).
    104. Jacobi, Liana & Wagner, Helga & Frühwirth-Schnatter, Sylvia, 2016. "Bayesian treatment effects models with variable selection for panel outcomes with an application to earnings effects of maternity leave," Journal of Econometrics, Elsevier, vol. 193(1), pages 234-250.
    105. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    106. Menale Kassie & Jesper Stage & Hailemariam Teklewold & Olaf Erenstein, 2015. "Gendered food security in rural Malawi: why is women’s food security status lower?," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 7(6), pages 1299-1320, December.
    107. Gregory N. Price, 2005. "The Causal Effects of Participation in the American Economic Association Summer Minority Program," Southern Economic Journal, John Wiley & Sons, vol. 72(1), pages 78-97, July.
    108. Wisdom Akpalu & Xu Zhang, 2014. "Fast-Food Consumption and Child Body Mass Index in China: Application of an Endogenous Switching Regression Model," WIDER Working Paper Series wp-2014-139, World Institute for Development Economic Research (UNU-WIDER).

  13. Xiaohong Chen & James J. Heckman & Edward Vytlacil, 2000. "Identification and SQRT N Efficient Estimation of Semiparametric Panel Data Models with Binary Dependent Variables and a Latent Factor," Econometric Society World Congress 2000 Contributed Papers 1567, Econometric Society.

    Cited by:

    1. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.

  14. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc.

    Cited by:

    1. Victor Aguirregabiria, 2006. "Another Look at the Identification of Dynamic Discrete Decision Processes: With an Application to Retirement Behavior," 2006 Meeting Papers 169, Society for Economic Dynamics.
    2. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    3. Christina Felfe & Rafael Lalive, 2012. "Early Child Care and Child Development: For Whom it Works and Why," CESifo Working Paper Series 4043, CESifo.
    4. Brian A. Jacob & Lars Lefgren, 2002. "The Impact of Teacher Training on Student Achievement: Quasi-Experimental Evidence from School Reform Efforts in Chicago," NBER Working Papers 8916, National Bureau of Economic Research, Inc.
    5. Zamarro, Gema, 2010. "Accounting for heterogeneous returns in sequential schooling decisions," Journal of Econometrics, Elsevier, vol. 156(2), pages 260-276, June.
    6. Frölich, Markus & Lechner, Michael, 2004. "Regional Treatment Intensity as an Instrument for the Evaluation of Labour Market Policies," IZA Discussion Papers 1095, Institute of Labor Economics (IZA).
    7. Christian Belzil & Jörgen Hansen, 2004. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," Working Papers 0405, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    8. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    9. Patrick Kline & Christopher R. Walters, 2017. "On Heckits, LATE, and Numerical Equivalence," Papers 1706.05982, arXiv.org, revised Oct 2018.
    10. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2014. "Access to college and heterogeneous returns to education in China," Economics of Education Review, Elsevier, vol. 42(C), pages 78-92.
    11. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc.
    12. Denis Fougère & Bruno Crépon & Thomas Brodaty, 2007. "Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi," Économie et Prévision, Programme National Persée, vol. 177(1), pages 93-118.
    13. Guido W. Imbens & Whitney K. Newey, 2009. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, September.
    14. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    15. Heckman, James, 2001. "Accounting for Heterogeneity, Diversity and General Equilibrium in Evaluating Social Programmes," Economic Journal, Royal Economic Society, vol. 111(475), pages 654-699, November.
    16. Joshua D. Angrist, 2004. "Treatment effect heterogeneity in theory and practice," Economic Journal, Royal Economic Society, vol. 114(494), pages 52-83, March.
    17. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February.
    18. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    19. Hidehiko Ichimura & Christopher R. Taber, 2000. "Direct Estimation of Policy Impacts," NBER Technical Working Papers 0254, National Bureau of Economic Research, Inc.
    20. Fausto Hernández Trillo & Brenda Jarillo Rabling, 2007. "Transferencias condicionadas federales en países en desarrollo: el caso del FISM en México," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 22(2), pages 143-184.
    21. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    22. Alan Manning, 2004. "Instrumental Variables for Binary Treatments with Heterogeneous Treatment Effects: A Simple Exposition," CEP Discussion Papers dp0619, Centre for Economic Performance, LSE.
    23. Rihab Bellakhal & Mohamed-Badrane Mahjoub, 2015. "Estimating the effect of vocational training programs on employment and wage: The case of Tunisia," Economics Bulletin, AccessEcon, vol. 35(3), pages 1820-1833.
    24. Mingliang Li & Dale J. Poirier & Justin L. Tobias, 2004. "Do dropouts suffer from dropping out? Estimation and prediction of outcome gains in generalized selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 203-225.
    25. Dontsop Nguezet, Paul Martin & Diagne, Aliou & Okoruwa, Victor O., 2010. "Estimation of Actual and Potential Adoption Rates and Determinants of Improved Rice Variety Among Rice Farmers in Nigeria: The Case of NERICAs," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 95770, African Association of Agricultural Economists (AAAE).
    26. Chris SAKELLARIOU, 2008. "Demand for Skills, Supply of Skills and Returns to Schooling in Cambodia," Economic Growth Centre Working Paper Series 0805, Nanyang Technological University, School of Social Sciences, Economic Growth Centre.
    27. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    28. Jean-Pierre Florens & James Heckman & Costas Meghir & Edward Vytlacil, 2002. "Instrumental variables, local instrumental variables and control functions," CeMMAP working papers CWP15/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    29. Susanne M. Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," CeMMAP working papers CWP31/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    30. Natalia Radchenko, 2017. "Informal Employment in Developing Economies: Multiple Heterogeneity," Journal of Development Studies, Taylor & Francis Journals, vol. 53(4), pages 495-513, April.
    31. Juanna Schrøter Joensen & Helena Skyt Nielsen, 2006. "Is there a Causal Effect of High School Math on Labor Market Outcomes?," Economics Working Papers 2006-11, Department of Economics and Business Economics, Aarhus University.
    32. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    33. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2004. "Identification and Estimation of Hedonic Models," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 60-109, February.
    34. Marcotte, Dave E., 2013. "High school dropout and teen childbearing," Economics of Education Review, Elsevier, vol. 34(C), pages 258-268.
    35. Patrinos, Harry Anthony & Sakellariou, Chris, 2004. "Schooling and labor market impacts of a natural policy experiment," Policy Research Working Paper Series 3460, The World Bank.
    36. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc.
    37. Chuang, Yih-chyi & Lai, Wei-wen, 2010. "Heterogeneity, comparative advantage, and return to education: The case of Taiwan," Economics of Education Review, Elsevier, vol. 29(5), pages 804-812, October.
    38. Del Bono, Emilia & Galindo-Rueda, Fernando, 2006. "The long term impacts of compulsory schooling: evidence from a natural experiment in school leaving dates," ISER Working Paper Series 2006-44, Institute for Social and Economic Research.
    39. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc.
    40. Kenneth Y. Chay & Michael Greenstone, 1998. "Does Air Quality Matter? Evidence from the Housing Market," NBER Working Papers 6826, National Bureau of Economic Research, Inc.
    41. Felfe, Christina & Lalive, Rafael, 2014. "Does Early Child Care Help or Hurt Children's Development?," IZA Discussion Papers 8484, Institute of Labor Economics (IZA).
    42. Pedro Carneiro & Sokbae (Simon) Lee, 2005. "Ability, sorting and wage inequality," CeMMAP working papers CWP16/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    43. Anders Forslund & Oskar Nordström Stans, 2006. "Swedish Youth Labour Market Policies Revisited," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 75(3), pages 168-185.
    44. Rihab BELLAKHAL & Mohamed-Badrane MAHJOUB, 2010. "Estimating the Impact of Tunisian Training Programs on Wage, Using a Simultaneous Equations Model with Self-Selectivity," EcoMod2010 259600023, EcoMod.
    45. Pande, Rohini & Udry, Christopher R., 2005. "Institutions and Development: A View from Below," Center Discussion Papers 28468, Yale University, Economic Growth Center.
    46. Aassve, Arnstein & Arpino, Bruno, 2008. "Estimation of causal effects of fertility on economic wellbeing: evidence from rural Vietnam," ISER Working Paper Series 2007-27, Institute for Social and Economic Research.
    47. Heckman, James J. & Navarro, Salvador, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," IZA Discussion Papers 768, Institute of Labor Economics (IZA).
    48. Carneiro, Pedro & Hansen, Karsten T & Heckman, James J, 2002. "Removing the veil of ignorance in assessing the distributional impacts of social policies," Working Paper Series 2002:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    49. C.Y. Cyrus Chu & Seik Kim & Wen-Jen Tsay, 2012. "Coresidence with Husband's Parents, Labor Supply, and Duration to First Birth," Working Papers UWEC-2012-04, University of Washington, Department of Economics.
    50. James J. Heckman & Xuesong Li, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education," NBER Working Papers 9877, National Bureau of Economic Research, Inc.
    51. Schennach, Susanne & White, Halbert & Chalak, Karim, 2012. "Local indirect least squares and average marginal effects in nonseparable structural systems," Journal of Econometrics, Elsevier, vol. 166(2), pages 282-302.
    52. Heckman, James J. & Li, Xuesong, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education: Evidence from China in 2000," IZA Discussion Papers 829, Institute of Labor Economics (IZA).
    53. Kern, Holger & Hainmueller, Jens, 2007. "Opium for the Masses: How Foreign Free Media Can Stabilize Authoritarian Regimes," MPRA Paper 2702, University Library of Munich, Germany.
    54. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.
    55. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York.
    56. Alexis León, 2006. "The Effect of Education on Fertility: Evidence from Compulsory Schooling Laws," Working Paper 288, Department of Economics, University of Pittsburgh, revised Dec 2006.
    57. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
    58. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    59. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics, revised 30 Nov 2009.
    60. Belzil, Christian & Hansen, Jörgen, 2001. "Heterogeneous Returns to Human Capital and Dynamic Self-Selection," IZA Discussion Papers 272, Institute of Labor Economics (IZA).
    61. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics.
    62. Charles F. Manski & John V. Pepper, 1998. "Monotone Instrumental Variables: With an Application to the Returns to Schooling," Virginia Economics Online Papers 308, University of Virginia, Department of Economics.
    63. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.
    64. Edward Vytlacil & James J. Heckman, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May.
    65. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    66. Christian Durán, 2004. "Evaluación microeconométrica de las políticas públicas de empleo: aspectos metodológicos," Hacienda Pública Española / Review of Public Economics, IEF, vol. 170(3), pages 107-133, september.
    67. Tricia Lynn Gladden & Christopher R. Taber, 2000. "The Relationship between Wage Growth and Wage Levels," JCPR Working Papers 173, Northwestern University/University of Chicago Joint Center for Poverty Research.
    68. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc.
    69. Chris Sakellariou, 2006. "Education policy reform, local average treatment effect and returns to schooling from instrumental variables in the Philippines," Applied Economics, Taylor & Francis Journals, vol. 38(4), pages 473-481.
    70. James Heckman & Lance Lockner & Christopher Taber, 1999. "Human capital formation and general equilibrium treatment effects: a study of tax and tuition policy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 25-40, March.
    71. Victor Aguirregabiria, 2005. "Another Look at the Identification of Dynamic Discrete Decision Processes," Econometrics 0504006, University Library of Munich, Germany.
    72. Radchenko, Natalia, 2014. "Heterogeneity in Informal Salaried Employment: Evidence from the Egyptian Labor Market Survey," World Development, Elsevier, vol. 62(C), pages 169-188.
    73. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2007. "Access to Higher Education and Inequality: The Chinese Experiment," IZA Discussion Papers 2823, Institute of Labor Economics (IZA).
    74. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank.

  15. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc.

    Cited by:

    1. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc.
    2. Hujer, Reinhard & Thomsen, Stephan L., 2006. "Wirksamkeit von Arbeitsbeschaffungsmaßnahmen in Deutschland: Empirische Befunde mikroökonometrischer Analysen," ZEW Discussion Papers 06-054, ZEW - Leibniz Centre for European Economic Research.
    3. Stefanie Hof, 2014. "Does private tutoring work? The effectiveness of private tutoring: a nonparametric bounds analysis," Education Economics, Taylor & Francis Journals, vol. 22(4), pages 347-366, August.
    4. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    5. Michael Gebel & Friedhelm Pfeiffer, 2010. "Educational Expansion and Its Heterogeneous Returns for Wage Workers," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 130(1), pages 19-42.
    6. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2017. "Going beyond LATE: Bounding Average Treatment Effects of Job Corps Training," GLO Discussion Paper Series 93, Global Labor Organization (GLO).
    7. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    8. Stefanie Hof, 2014. "Does Private Tutoring Work? The Effectiveness of Private Tutoring: A Nonparametric Bounds Analysis," Economics of Education Working Paper Series 0096, University of Zurich, Department of Business Administration (IBW).

  16. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.

    Cited by:

    1. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    2. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    3. Ayuya, Oscar I. & Gido, Eric O. & Bett, Hillary K. & Lagat, Job K. & Kahi, Alexander K. & Bauer, Siegfried, 2015. "Effect of Certified Organic Production Systems on Poverty among Smallholder Farmers: Empirical Evidence from Kenya," World Development, Elsevier, vol. 67(C), pages 27-37.
    4. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    5. Anjana Susarla & Anitesh Barua, 2011. "Contracting Efficiency and New Firm Survival in Markets Enabled by Information Technology," Information Systems Research, INFORMS, vol. 22(2), pages 306-324, June.
    6. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    7. Min, Shi & Liu, Min & Huang, Jikun, 2020. "Does the application of ICTs facilitate rural economic transformation in China? Empirical evidence from the use of smartphones among farmers," Journal of Asian Economics, Elsevier, vol. 70(C).
    8. Julius Manda & Cornelis Gardebroek & Makaiko G. Khonje & Arega D. Alene & Munyaradzi Mutenje & Menale Kassie, 2016. "Determinants of child nutritional status in the eastern province of Zambia: the role of improved maize varieties," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 8(1), pages 239-253, February.
    9. Falk, Armin & Lalive, Rafael & Zweimüller, Josef, 2005. "The success of job applications: a new approach to program evaluation," Labour Economics, Elsevier, vol. 12(6), pages 739-748, December.
    10. Andrén, Thomas & Andrén, Daniela, 2004. "Assessing The Employment Effects Of Vocational Training Using A One-Factor Model," Working Papers in Economics 133, University of Gothenburg, Department of Economics.
    11. Fan, Yanqin & Park, Sang Soo, 2009. "Partial identification of the distribution of treatment effects and its confidence sets," MPRA Paper 37148, University Library of Munich, Germany.
    12. Sudip Gupta & Rangarajan K. Sundaram & Suresh Sundaresan, 2021. "Underwriting Government Debt Auctions: Auction Choice and Information Production," Management Science, INFORMS, vol. 67(5), pages 3127-3149, May.
    13. Melayne Morgan McInnes & Orgul Demet Ozturk & Suzanne McDermott & Joshua R. Mann, 2010. "Does supported employment work?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 29(3), pages 506-525.
    14. Michael Lokshin & Zurab Sajaia, 2011. "Impact of interventions on discrete outcomes: Maximum likelihood estimation of the binary choice models with binary endogenous regressors," Stata Journal, StataCorp LP, vol. 11(3), pages 368-385, September.
    15. Cariappa, A.G. Adeeth & Chandel, B.S., 2020. "Interlink between factor and product markets: opportunity for the future of Indian agriculture," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 33(Conferenc), December.
    16. Aakvik, Arild & Holmas, Tor Helge & Kjerstad, Egil, 2003. "A low-key social insurance reform--effects of multidisciplinary outpatient treatment for back pain patients in Norway," Journal of Health Economics, Elsevier, vol. 22(5), pages 747-762, September.
    17. Andrén , Daniela & Andrén, Thomas, 2002. "Assessing the Employment Effects of Labor Market Training Programs in Sweden," Working Papers in Economics 70, University of Gothenburg, Department of Economics.
    18. Geoff Perry & Tim Maloney, 2008. "Economic Evaluation of the Training Opportunities Programme in New Zealand," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 11(2), pages 163-185.
    19. Viktor Steiner & Tobias Hagen, 2002. "Was kann die Aktive Arbeitsmarktpolitik in Deutschland aus der Evaluationsforschung in anderen europäischen Ländern lernen?," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 3(2), pages 189-206, May.
    20. Zhang, Tao, 2003. "Identifying treatment effects of active labour market programmes for Norwegian adults," Memorandum 26/2003, Oslo University, Department of Economics.
    21. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    22. Ragui Assaad & Deborah Levison & Nadia Zibani, 2001. "The Effect of Child Work on School Enrollment in Egypt," Working Papers 0111, Economic Research Forum, revised 04 Dec 2001.
    23. Leurcharusmee, Supanika & Sirisrisakulchai, Jirakom & Suriya, Komsan & Keesookpun, Chutipong & Srinuan, Pratompong, 2017. "Fixed-to-Mobile Substitution: Effects of Mobile Broadband Subscription on Fixed Broadband Termination," 14th ITS Asia-Pacific Regional Conference, Kyoto 2017: Mapping ICT into Transformation for the Next Information Society 168513, International Telecommunications Society (ITS).
    24. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2016. "The effect of improved storage innovations on food security and welfare in Ethiopia," MERIT Working Papers 2016-063, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    25. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2018. "The impacts of postharvest storage innovations on food security and welfare in Ethiopia," Food Policy, Elsevier, vol. 75(C), pages 52-67.
    26. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank.
    27. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958, October.

  17. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.

    Cited by:

    1. Martin Chalkley & Colin Tilley, 2002. "Treatment Intensity and Provider Remuneration: Dentists in the British National Health Service," Dundee Discussion Papers in Economics 135, Economic Studies, University of Dundee.
    2. Claudio Sapelli & Bernardita Vial, 2002. "The Performance of Private and Public Schools in the Chilean Voucher System," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 39(118), pages 423-454.
    3. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    4. Claudio Sapelli & Bernardita Vial, 2003. "Peer Effects and Relative Performance of Voucher Schools in Chile," Documentos de Trabajo 256, Instituto de Economia. Pontificia Universidad Católica de Chile..
    5. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    6. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    7. Denis Fougère & Bruno Crépon & Thomas Brodaty, 2007. "Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi," Économie et Prévision, Programme National Persée, vol. 177(1), pages 93-118.
    8. Abigail McKnight, 2011. "Estimates of the asset-effect: The search for a causal effect of assets on adult health and employment outcomes," CASE Papers case149, Centre for Analysis of Social Exclusion, LSE.
    9. Kristinn Hermannsson & Katerina Lisenkova & Patrizio Lecca & Peter McGregor & Kim Swales, 2012. "The system-wide impacts of the external benefits to higher education on the Scottish economy: An exploratory “micro-to-macro" approach," Working Papers 1204, University of Strathclyde Business School, Department of Economics.
    10. Flore Gubert & François Roubaud, 2005. "Analyser l’impact d’un projet de Micro-finance : l’exemple d’ADéFI à Madagascar," Working Papers DT/2005/14, DIAL (Développement, Institutions et Mondialisation).
    11. M. Genius & E. Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    12. Andrén, Thomas & Andrén, Daniela, 2004. "Assessing The Employment Effects Of Vocational Training Using A One-Factor Model," Working Papers in Economics 133, University of Gothenburg, Department of Economics.
    13. Adolfo Sachsida & Mario Jorge C. de Mendonça & Fabio Stallivieri, 2007. "Ex-Convicts Face Multiple Labor Market Punishments: Estimates of Peer-Group and Stigma Effects Using Equations of Returns to Schooling," Economia, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics], vol. 8(3), pages .503-520.
    14. Hirukawa, Masayuki & Prokhorov, Artem, 2018. "Consistent estimation of linear regression models using matched data," Journal of Econometrics, Elsevier, vol. 203(2), pages 344-358.
    15. Alejandra Cattaneo & Rainer Winkelmann, 2005. "Earnings Differentials between German and French speakers in Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 141(II), pages 191-212, June.
    16. Alejandra Mizala & Pilar Romaguera, 2002. "Equity and Educational Performance," Documentos de Trabajo 136, Centro de Economía Aplicada, Universidad de Chile.
    17. Yonatan Eyal, 2010. "Examination of the Empirical Research Environment of Program Evaluation: Methodology and Application," Evaluation Review, , vol. 34(6), pages 455-486, December.
    18. Elías, Víctor & Ruiz Núñez, Fernanda & Cossa, Ricardo & Bravo, David, 2004. "An Econometric Cost-Benefit Analysis of Argentina’s Youth Training Program," IDB Publications (Working Papers) 13053, Inter-American Development Bank.
    19. Hermannsson, Kristinn & Lisenkova, Katerina & Lecca, Patrizio & McGregor, Peter G & Swales, J Kim, 2010. "The Importance of Graduates for the Scottish Economy: A Micro-to-Macro Approach," SIRE Discussion Papers 2010-80, Scottish Institute for Research in Economics (SIRE).
    20. Hermannsson, Kristinn & Lisenkova, Katerina & Lecca, Patrizio & McGregor, Peter G. & Swales, Kim, 2012. "The system-wide impacts of the external benefits to higher education on the Scottish economy: An exploratory micro-to-macro approach," SIRE Discussion Papers 2012-70, Scottish Institute for Research in Economics (SIRE).
    21. Claudio Sapelli & Bernardita Vial, 2005. "Private vs Public Voucher Schools in Chile: New Evidence on Efficiency and Peer Effects," Documentos de Trabajo 289, Instituto de Economia. Pontificia Universidad Católica de Chile..
    22. Calderón-Madrid, Angel & Trejo, Belem, 2002. "The Impact of the Mexican Training Program for Unemployed Workers on Re-employment Dynamics and on Earnings," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 A2-1, International Conferences on Panel Data.
    23. M. Li & J. L. Tobias, 2003. "A semiparametric investigation of the school quality-gs relationship," Applied Economics Letters, Taylor & Francis Journals, vol. 10(1), pages 43-45.
    24. Michael Gerfin & Robert E. Leu & Reto Nyffeler, 2003. "Berufliche Weiterbildung in der Schweiz," Diskussionsschriften dp0318, Universitaet Bern, Departement Volkswirtschaft.
    25. Fajnzylber, Pablo & Maloney, William F. & Rojas, Gabriel V. Montes, 2006. "Releasing constraints to growth or pushing on a string ? the impact of credit, training, business associations, and taxes on the performance of Mexican micro-firms," Policy Research Working Paper Series 3807, The World Bank.
    26. McKnight, Abigail, 2011. "Estimates of the asset-effect: the search for a causal effect of assets on adult health and employment outcomes," LSE Research Online Documents on Economics 43896, London School of Economics and Political Science, LSE Library.
    27. Leonardo Fabio Morales & Christian Posso & Luz A. Flórez, 2021. "Heterogeneity in the Returns to Tertiary Education for the Disadvantage Youth: Quality vs. Quantity Analysis," Borradores de Economia 1150, Banco de la Republica de Colombia.
    28. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958, October.

  18. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc.

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    2. Felicia Ionescu & Nicole B. Simpson, 2014. "Default Risk and Private Student Loans: Implications for Higher Education Policies," Finance and Economics Discussion Series 2014-66, Board of Governors of the Federal Reserve System (U.S.).
    3. Falk, Armin & Kosse, Fabian & Schildberg-Hörisch, Hannah & Zimmermann, Florian, 2020. "Self-assessment: The role of the social environment," DICE Discussion Papers 339, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    4. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    5. N. Luotonen & V. Puttonen & E. Rantapuska, 2022. "Ability, Educational Attainment, and Household Financial Distress," Journal of Consumer Policy, Springer, vol. 45(4), pages 655-672, December.
    6. Gordon Hanson & Chen Liu & Craig McIntosh, 2017. "The Rise and Fall of U.S. Low-Skilled Immigration," NBER Working Papers 23753, National Bureau of Economic Research, Inc.
    7. Torberg Falch & Sofia Sandgren, 2006. "The effect of education on cognitive ability," Working Paper Series 7306, Department of Economics, Norwegian University of Science and Technology.
    8. Dimitra Politi, 2010. "The Impact of Iodine Deficiency Eradication on Schooling: Evidence from the Introduction of Iodized Salt in Switzerland," Edinburgh School of Economics Discussion Paper Series 200, Edinburgh School of Economics, University of Edinburgh.
    9. Gareth D. Leeves, 2014. "Increasing returns to education and the impact on social capital," Education Economics, Taylor & Francis Journals, vol. 22(5), pages 449-470, October.
    10. Bago, Jean-Louis & Souratié, Wamadini M. & Ouédraogo, Ernest & Zahonogo, Pam, 2022. "Human Capital and Women’s Informal Work: Theory and Evidence," Journal of Economic Development, The Economic Research Institute, Chung-Ang University, vol. 47(3), pages 1-28, September.
    11. Capatina, Elena, 2014. "Skills and the evolution of wage inequality," Labour Economics, Elsevier, vol. 28(C), pages 41-57.
    12. Flavio Cunha & Fatih Karahan & Ilton Soares, 2011. "Returns to Skills and the College Premium," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(s1), pages 39-86, August.
    13. Myck, Michal & Nici?ska, Anna & Morawski, Leszek, 2009. "Count Your Hours: Returns to Education in Poland," IZA Discussion Papers 4332, Institute of Labor Economics (IZA).
    14. Heckman, James J. & Loughlin, Colleen P., 2021. "Athletes Greatly Benefit from Participation in Sports at the College and Secondary Level," IZA Discussion Papers 14584, Institute of Labor Economics (IZA).
    15. Hendricks, Lutz & Schoellman, Todd, 2009. "Student Abilities During the Expansion of U.S. Education, 1950-2000," MPRA Paper 12798, University Library of Munich, Germany.
    16. Thomas Deckers & Armin Falk & Fabian Kosse & Hannah Hannah Schildberg-Horisch, 2016. "How Does Socio-Economic Status Shape a Child's Personality?," Working Papers 2016-002, Human Capital and Economic Opportunity Working Group.
    17. Jutta Viinikainen & Katja Kokko & Lea Pulkkinen & Jaakko Pehkonen, 2010. "Personality and Labour Market Income: Evidence from Longitudinal Data," LABOUR, CEIS, vol. 24(2), pages 201-220, June.
    18. Dan A. Black & Jeffrey Smith, 2003. "How Robust is the Evidence on the Effects of College Quality? Evidence From Matching," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20033, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    19. Michał Myck, 2010. "Wages and Ageing: Is There Evidence for the ‘Inverse‐U’ Profile?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(3), pages 282-306, June.
    20. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," Working Papers 70, Barcelona School of Economics.
    21. Justin L. Tobias & Mingliang Li, 2004. "Returns to Schooling and Bayesian Model Averaging: A Union of Two Literatures," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 153-180, April.
    22. Fasih, Tazeen & Kingdon, Geeta & Patrinos, Harry Anthony & Sakellariou, Chris & Soderbom, Mans, 2012. "Heterogeneous returns to education in the labor market," Policy Research Working Paper Series 6170, The World Bank.
    23. Jesus Fernández-Villaverde & Dirk Krueger, 2007. "Consumption over the Life Cycle: Facts from Consumer Expenditure Survey Data," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 552-565, August.
    24. Brad J. Hershbein, 2013. "Worker Signals among New College Graduates: The Role of Selectivity and GPA," Upjohn Working Papers 13-190, W.E. Upjohn Institute for Employment Research.
    25. Eric A. Hanushek, 2008. "Incentives for Efficiency and Equity in the School System," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 9(s1), pages 5-27, May.
    26. Strulik, Holger, 2016. "An Economic Theory of Religious Belief," VfS Annual Conference 2016 (Augsburg): Demographic Change 145591, Verein für Socialpolitik / German Economic Association.
    27. M. Christopher Auld & Nirmal Sidhu, 2004. "Schooling, cognitive ability, and health," HEW 0405005, University Library of Munich, Germany.
    28. Marsh, L.C.Lawrence C., 2004. "The econometrics of higher education: editor's view," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 1-18.
    29. Marigee Bacolod & V. Joseph Hotz, 2005. "Cohort Changes in the Transition from School to Work: What Changed and What Consequences Did it have for Wages?," Working Papers 050618, University of California-Irvine, Department of Economics.
    30. Nicholas W. Papageorge & Kevin Thom, 2018. "Genes, Education, and Labor Market Outcomes: Evidence from the Health and Retirement Study," Working Papers 2018-076, Human Capital and Economic Opportunity Working Group.
    31. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.0)," Open Access publications 10197/170, School of Economics, University College Dublin.
    32. Lance Lochner & Youngki Shin, 2014. "Understanding Earnings Dynamics: Identifying and Estimating the Changing Roles of Unobserved Ability, Permanent and Transitory Shocks," NBER Working Papers 20068, National Bureau of Economic Research, Inc.
    33. Cid, Alejandro & Ferrés, Daniel, 2010. "The coexistence of Degree-Premium and High-Dropout Rates in the Uruguayan Secondary Education: an Incentives Problem," MPRA Paper 39912, University Library of Munich, Germany.
    34. Strulik, Holger, 2016. "The return to education in terms of wealth and health," University of Göttingen Working Papers in Economics 293, University of Goettingen, Department of Economics.
    35. Harold Alderman, 2011. "No Small Matter : The Impact of Poverty, Shocks, and Human Capital Investments in Early Childhood Development," World Bank Publications - Books, The World Bank Group, number 2266, December.
    36. Patrick Bennett, 2022. "The Work-To-School Transitions:Job Displacement and Skill Upgrading among Young High School Dropouts," Working Papers 202205, University of Liverpool, Department of Economics.
    37. David J. Deming, 2015. "The Growing Importance of Social Skills in the Labor Market," NBER Working Papers 21473, National Bureau of Economic Research, Inc.
    38. Ozawa, Sachiko & Laing, Sarah K. & Higgins, Colleen R. & Yemeke, Tatenda T. & Park, Christine C. & Carlson, Rebecca & Ko, Young Eun & Guterman, L. Beryl & Omer, Saad B., 2022. "Educational and economic returns to cognitive ability in low- and middle-income countries: A systematic review," World Development, Elsevier, vol. 149(C).
    39. Thomas Deckers & Armin Falk & Fabian Kosse & Pia Pinger & Hannah Schildberg-Horisch, 2017. "Socio-Economic Status and Inequalities in Children's IQ and Economic Preferences," Working Papers 2017-088, Human Capital and Economic Opportunity Working Group.
    40. Anger, Silke & Heineck, Guido, 2010. "Do Smart Parents Raise Smart Children? The Intergenerational Transmission of Cognitive Abilities," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 23, pages 1105-1132.
    41. Maria De Paola, 2011. "Easy grading practices and supply–demand factors: evidence from Italy," Empirical Economics, Springer, vol. 41(2), pages 227-246, October.
    42. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    43. Lina Cardona-Sosa & Carlos Medina, 2016. "The Effects of In utero Programs on Birth Outcomes: The Case of “Buen Comienzo” *** El Efecto de Programas dirigidos a Madres Gestantes en Indicadores al Nacer: El caso de “Buen Comienzo”," Borradores de Economia 955, Banco de la Republica de Colombia.
    44. Ireland, Norman & Naylor, Robin A. & Smith, Jeremy & Telhaj, Shqiponja, 2009. "Educational Returns, ability composition and cohort effects : theory and evidence for cohorts of early-career UK graduates," The Warwick Economics Research Paper Series (TWERPS) 906, University of Warwick, Department of Economics.
    45. Takaaki Aoki, 2008. "Proposed separability restriction tests using nonparametric regression methods," Applied Economics Letters, Taylor & Francis Journals, vol. 15(12), pages 949-954.
    46. Dong, Hao & Otsu, Taisuke & Taylor, Luke, 2022. "Estimation of varying coefficient models with measurement error," Journal of Econometrics, Elsevier, vol. 230(2), pages 388-415.
    47. Plamen Nikolov & Nusrat Jimi, 2020. "The Importance of Cognitive Domains and the Returns to Schooling in South Africa: Evidence from Two Labor Surveys," Papers 2006.00739, arXiv.org, revised Jun 2020.
    48. Marc‐André Luik & Amelia Guha Thakurta & Dennis Wesselbaum, 2021. "Child health, human capital, and adult financial behavior," Health Economics, John Wiley & Sons, Ltd., vol. 30(11), pages 2722-2750, November.
    49. Qian Liu & Lance Lochner & Youngmin Park & Youngki Shin, 2020. "Returns to Skill and the Evolution of Skills for Older Men," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20205, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    50. Àlexandr Knobel & Ilya Sokolov & Elizaveta Khudko, 2011. "The Impact of State Expenditure on the Quality of General Education in Russia," Research Paper Series, Gaidar Institute for Economic Policy, issue 152P.
    51. Eric A. Hanushek, 2005. "The Economics of School Quality," German Economic Review, Verein für Socialpolitik, vol. 6(3), pages 269-286, August.
    52. Blundell, Richard & Dearden, Lorraine & Sianesi, Barbara, 2004. "Evaluating the impact of education on earnings in the UK: models, methods and results from the NCDS," LSE Research Online Documents on Economics 19451, London School of Economics and Political Science, LSE Library.
    53. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data," IFS Working Papers W04/19, Institute for Fiscal Studies.
    54. David J. McKenzie, 2006. "Disentangling Age, Cohort and Time Effects in the Additive Model," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 473-495, August.
    55. Anger, Silke, 2011. "The Intergenerational Transmission of Cognitive and Non-Cognitive Skills During Adolescence and Young Adulthood," IZA Discussion Papers 5749, Institute of Labor Economics (IZA).
    56. Ma. Cecilia Calderón & John Hoddinott, 2011. "The Inter-Generational Transmission of Cognitive Abilities in Guatemala," Research Department Publications 4722, Inter-American Development Bank, Research Department.
    57. Nicole Simpson & Felicia Ionescu, 2010. "Credit Scores and College Investment," 2010 Meeting Papers 666, Society for Economic Dynamics.
    58. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University.
    59. Anna Christina D'Addio, 2007. "Intergenerational Transmission of Disadvantage: Mobility or Immobility Across Generations?," OECD Social, Employment and Migration Working Papers 52, OECD Publishing.
    60. Hadavand, Aboozar & Thomas, Sarah M & Almasi, Pooya & Gharehgozli, Orkideh, 2019. "Relevance of Education to Occupation: A New Empirical Approach Based on College Courses," OSF Preprints 8ysgz, Center for Open Science.
    61. Silke Anger & Guido Heineck, 2010. "Cognitive abilities and earnings - first evidence for Germany," Applied Economics Letters, Taylor & Francis Journals, vol. 17(7), pages 699-702.
    62. Koop, Gary M & Poirier, Dale J & Tobias, Justin, 2005. "Semiparametric Bayesian Inference in Multiple Equation Models," Staff General Research Papers Archive 12009, Iowa State University, Department of Economics.
    63. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    64. Ci, Wen & Galdo, José & Voia, Marcel & Worswick, Christopher, 2013. "Does adult training benefit Canadian workers?," CLSSRN working papers clsrn_admin-2013-42, Vancouver School of Economics, revised 26 Sep 2013.
    65. Pedro N. Teixeira, 2007. "Great expectations, mixed results and resilient beliefs: the troubles of empirical research in economic controversies," Journal of Economic Methodology, Taylor & Francis Journals, vol. 14(3), pages 291-309.
    66. James Heckman & Pedro Carneiro, 2003. "Human Capital Policy," NBER Working Papers 9495, National Bureau of Economic Research, Inc.
    67. Eliasson, Kent, 2006. "The Role of Ability in Estimating the Returns to College Choice: New Swedish Evidence," Umeå Economic Studies 691, Umeå University, Department of Economics.
    68. Weili Ding & Steven F. Lehrer, 2014. "Understanding the Role of Time-Varying Unobserved Ability Heterogeneity in Education Production," NBER Working Papers 19937, National Bureau of Economic Research, Inc.
    69. Manuel Salas Velasco, 2004. "Rendimientos privados de las inversiones en educación superior a partir de ecuaciones de ingresos," Hacienda Pública Española / Review of Public Economics, IEF, vol. 169(2), pages 87-117, June.
    70. Koop, Gary M & Tobias, Justin, 2006. "Semiparametric Bayesian Inference in Smooth Coefficient Models," Staff General Research Papers Archive 12202, Iowa State University, Department of Economics.
    71. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.1)," Working Papers 200420, School of Economics, University College Dublin.
    72. Kamhöfer, Daniel & Schmitz, Hendrik, 2013. "Analyzing Zero Returns to Education in Germany: Heterogeneous Effects and Skill Formation," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79910, Verein für Socialpolitik / German Economic Association.
    73. Eric A. Hanushek, 2004. "Some Simple Analytics of School Quality," NBER Working Papers 10229, National Bureau of Economic Research, Inc.
    74. Strulik, Holger, 2013. "Health and education: Understanding the gradient," University of Göttingen Working Papers in Economics 172, University of Goettingen, Department of Economics.
    75. Jess Benhabib & Alberto Bisin, 2006. "The distribution of wealth and redistributive policies," 2006 Meeting Papers 368, Society for Economic Dynamics.
    76. Dimitra Politi, 2010. "The effects of the generalized use of iodized salt on occupational patterns in Switzerland," Edinburgh School of Economics Discussion Paper Series 202, Edinburgh School of Economics, University of Edinburgh.
    77. Hans‐Peter Y. Qvist & Anders Holm & Martin D. Munk, 2021. "Demand and Supply Effects and Returns to College Education: Evidence from a Natural Experiment with Engineers in Denmark," Scandinavian Journal of Economics, Wiley Blackwell, vol. 123(2), pages 676-704, April.
    78. Austria Carlos, Marco Antonio & Venegas-Martínez, Francisco, 2011. "Rendimientos privados de la educación superior en México en 2006. Un modelo de corrección del sesgo por autoselección," El Trimestre Económico, Fondo de Cultura Económica, vol. 0(310), pages 441-468, abril-jun.
    79. Hanushek, Eric A., 2006. "Alternative school policies and the benefits of general cognitive skills," Economics of Education Review, Elsevier, vol. 25(4), pages 447-462, August.
    80. David Newhouse & Daniel Suryadarma, 2011. "The Value of Vocational Education: High School Type and Labor Market Outcomes in Indonesia," The World Bank Economic Review, World Bank, vol. 25(2), pages 296-322, May.
    81. Yang, Juan & Qiu, Muyuan, 2016. "The impact of education on income inequality and intergenerational mobility," China Economic Review, Elsevier, vol. 37(C), pages 110-125.
    82. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.2)," Open Access publications 10197/943, School of Economics, University College Dublin.
    83. Nicholas Biddle, 2006. "Does it pay for Indigenous youth to go to school? Variation in the predicted economic benefits of High School," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 9(2), pages 173-199, June.
    84. Hesham ABDEL-RAHMAN, 2010. "Trade, Urban Systems, and Labor Markets," Regional and Urban Modeling 284100000, EcoMod.
    85. Chandra Muller, 2015. "Measuring Education and Skill," The ANNALS of the American Academy of Political and Social Science, , vol. 657(1), pages 136-148, January.
    86. Tyler, John H., 2004. "Basic skills and the earnings of dropouts," Economics of Education Review, Elsevier, vol. 23(3), pages 221-235, June.
    87. Hans-Peter Y. Qvist & Anders Holm & Martin D. Munk, 2016. "Demand and Supply Effects and Returns to College Education - Evidence from a Natural Experiment with Engineers in Denmark," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20164, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    88. Gonzalo Castex & Evgenia Dechter, 2013. "The Changing Roles of Education and Ability in Wage Determination," Working Papers Central Bank of Chile 704, Central Bank of Chile.
    89. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc.
    90. Michalis Drouvelis & Johannes Lohse, 2020. "Cognitive abilities and risk taking: the role of preferences," Discussion Papers 20-02, Department of Economics, University of Birmingham.
    91. World Bank & National Research University – Higher School of Economics, 2013. "Developing Skills for Innovative Growth in the Russian Federation," World Bank Publications - Reports 16100, The World Bank Group.

  19. Aakvik, A. & Heckman, J.J. & Vytlacil, E.J., 1999. "Training Effects on Employment when the Training Effects are Heterogenous : an Application to Norwegian Vocational Rehabilitation Programs," Norway; Department of Economics, University of Bergen 0599, Department of Economics, University of Bergen.

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    2. Carneiro, Pedro & Hansen, Karsten & Heckman, James, 2003. "Estimating distributions of treatment effects with an application to the returns to schooling and measurement of the effects of uncertainty on college choice," Working Paper Series 2003:9, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    3. Heckman, James J. & Pinto, Rodrigo, 2023. "Econometric Causality: The Central Role of Thought Experiments," IZA Discussion Papers 16646, Institute of Labor Economics (IZA).
    4. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    5. Melkersson, Maria, 1999. "Policy programmes only for a few? Participation in labour market programmes among Swedish disabled workers," Working Paper Series 1999:1, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    6. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    7. Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January.
    8. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," Annals of Economics and Statistics, GENES, issue 91-92, pages 151-174.
    9. Cunha, Flavio & Heckman, James J., 2007. "A New Framework for the Analysis of Inequality," IZA Discussion Papers 2565, Institute of Labor Economics (IZA).
    10. Heckman, James J., 2010. "The Assumptions Underlying Evaluation Estimators," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 30(2), December.
    11. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
    12. Markus Frölich & Almas Heshmati & Michael Lechner, 2004. "A microeconometric evaluation of rehabilitation of long-term sickness in Sweden," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(3), pages 375-396.
    13. James J. Heckman, 2008. "The Principles Underlying Evaluation Estimators with an Application to Matching," Annals of Economics and Statistics, GENES, issue 91-92, pages 9-73.

  20. John Cawley & James Heckman & Edward Vytlacil, 1998. "Understanding the Role of Cognitive Ability in Accounting for the Recent Rise in the Economic Return to Education," NBER Working Papers 6388, National Bureau of Economic Research, Inc.

    Cited by:

    1. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    2. Cunha, Flavio & Heckman, James J. & Lochner, Lance John & Masterov, Dimitriy V., 2005. "Interpreting the Evidence on Life Cycle Skill Formation," IZA Discussion Papers 1675, Institute of Labor Economics (IZA).
    3. Felfe, Christina & Lechner, Michael & Steinmayr, Andreas, 2016. "Sports and Child Development," Munich Reprints in Economics 37862, University of Munich, Department of Economics.
    4. Galindo-Rueda, Fernando, 2003. "Employer Learning and Schooling-Related Statistical Discrimination in Britain," IZA Discussion Papers 778, Institute of Labor Economics (IZA).
    5. Lance J. Lochner, 2009. "The Nature of Credit Constraints and Human Capital," 2009 Meeting Papers 745, Society for Economic Dynamics.
    6. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," Working Papers 70, Barcelona School of Economics.
    7. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," NBER Working Papers 13527, National Bureau of Economic Research, Inc.
    8. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc.
    9. Paolo Buonanno, 2003. "The Socioeconomic Determinants of Crime. A Review of the Literature," Working Papers 63, University of Milano-Bicocca, Department of Economics, revised Nov 2003.
    10. Eric A. Hanushek, 2008. "Incentives for Efficiency and Equity in the School System," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 9(s1), pages 5-27, May.
    11. M. Christopher Auld & Nirmal Sidhu, 2004. "Schooling, cognitive ability, and health," HEW 0405005, University Library of Munich, Germany.
    12. Fasih, Tazeen & Patrinos, Harry Anthony & Sakellariou, Chris, 2013. "Functional literacy, heterogeneity and the returns to schooling : multi-country evidence," Policy Research Working Paper Series 6697, The World Bank.
    13. Rose, Heather, 2006. "Do gains in test scores explain labor market outcomes?," Economics of Education Review, Elsevier, vol. 25(4), pages 430-446, August.
    14. Flavio Cunha, 2005. "The Complementarity and Self Productivity of Human Capital Investments in a SDGE Economy with Altruism and Lifetime Liquidity Constraints," 2005 Meeting Papers 351, Society for Economic Dynamics.
    15. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    16. James Heckman, 2011. "Policies to foster human capital," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 3, pages 73-137.
    17. Ireland, Norman & Naylor, Robin A. & Smith, Jeremy & Telhaj, Shqiponja, 2009. "Educational Returns, ability composition and cohort effects : theory and evidence for cohorts of early-career UK graduates," The Warwick Economics Research Paper Series (TWERPS) 906, University of Warwick, Department of Economics.
    18. Colm Harmon & Kevin Denny & Vincent O'Sullivan, 2003. "Education, earnings and skills : a multi-country comparison," Open Access publications 10197/649, School of Economics, University College Dublin.
    19. Prettner, Klaus & Bloom, David E. & Strulik, Holger, 2012. "Declining Fertility and Economic Well-Being: Do Education and Health Ride to the Rescue?," IZA Discussion Papers 6527, Institute of Labor Economics (IZA).
    20. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data," IFS Working Papers W04/19, Institute for Fiscal Studies.
    21. Conti, Gabriella & Hansman, Christopher, 2013. "Personality and the education–health gradient: A note on “Understanding differences in health behaviors by education”," Journal of Health Economics, Elsevier, vol. 32(2), pages 480-485.
    22. Yih-chyi Chuang and Wei-wen Lai, 2017. "Returns to Human Capital and Wage Inequality: The Case of Taiwan," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 42(3), pages 61-88, September.
    23. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    24. Salvador Navarro & Jin Zhou, 2017. "Identifying Agent's Information Sets: an Application to a Lifecycle Model of Schooling, Consumption, and Labor Supply," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 58-92, April.
    25. Mañé Vernet, Ferran, 2010. "El retorno a las competencias para los titulados universitarios catalanes," Working Papers 2072/179591, Universitat Rovira i Virgili, Department of Economics.
    26. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
    27. Serneels, Pieter, 2008. "Human capital revisited: The role of experience and education when controlling for performance and cognitive skills," Labour Economics, Elsevier, vol. 15(6), pages 1143-1161, December.
    28. Philippe Belley & Marc Frenette & Lance Lochner, 2011. "Post-Secondary Attendance by Parental Income in the U.S. and Canada: What Role for Financial Aid Policy?," NBER Working Papers 17218, National Bureau of Economic Research, Inc.
    29. Chay, Kenneth Y. & Lee, David S., 2000. "Changes in relative wages in the 1980s Returns to observed and unobserved skills and black-white wage differentials," Journal of Econometrics, Elsevier, vol. 99(1), pages 1-38, November.
    30. Kevin J Denny & Colm P Harmon & Vincent O’Sullivan, 2003. "Functional Literacy, Educational Attainment and Earnings - A Multi-Country Comparison," Working Papers 200319, School of Economics, University College Dublin.
    31. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.1)," Working Papers 200420, School of Economics, University College Dublin.
    32. Bleemer, Zachary & Brown, Meta & Lee, Donghoon & Strair, Katherine & van der Klaauw, Wilbert, 2021. "Echoes of rising tuition in students’ borrowing, educational attainment, and homeownership in post-recession America," Journal of Urban Economics, Elsevier, vol. 122(C).
    33. Naylor, Robin A. & Smith, Jeremy, 2009. "Ability Bias, Skewness and the College Wage Premium," Economic Research Papers 271293, University of Warwick - Department of Economics.
    34. Philippe Belley & Marc Frenette & Lance Lochner, 2010. "Post-Secondary Attendance by Parental Income: Comparing the U.S. and Canada," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20103, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    35. Gonzalo Castex & Evgenia Dechter, 2013. "The Changing Roles of Education and Ability in Wage Determination," Working Papers Central Bank of Chile 704, Central Bank of Chile.
    36. Melissa Osborne & Herbert Gintis & Samuel Bowles, 2001. "The Determinants of Earnings: A Behavioral Approach," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1137-1176, December.
    37. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc.
    38. Tenn, Steven & Herman, Douglas A. & Wendling, Brett, 2010. "The role of education in the production of health: An empirical analysis of smoking behavior," Journal of Health Economics, Elsevier, vol. 29(3), pages 404-417, May.
    39. Caroline M. Hoxby & Bridget Terry, 1999. "Explaining Rising Income and wage Inequality Among the College Educated," NBER Working Papers 6873, National Bureau of Economic Research, Inc.

  21. John Cawley & James Heckman & Edward Vytlacil, 1998. "Meritocracy in America: An Examination of Wages Within and Across Occupations," NBER Working Papers 6446, National Bureau of Economic Research, Inc.

    Cited by:

    1. Erik Plug & Wim Vijverberg, 2003. "Schooling, Family Background, and Adoption: Is It Nature or Is It Nurture?," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 611-641, June.
    2. Veenman, J. & Heij, C., 2008. "Immigrant gender convergence in education and on the labor market," Econometric Institute Research Papers EI 2008-16, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    3. Liang Zhao & Joyce P. Jacobsen, 2006. "Revisiting The Bell Curve Debate Regarding the Effects of Cognitive Ability on Wages," Wesleyan Economics Working Papers 2006-026, Wesleyan University, Department of Economics.
    4. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    5. Fan, C. Simon & Wei, Xiangdong & Zhang, Junsen, 2005. ""Soft" Skills, "Hard" Skills, and the Black/White Earnings Gap," IZA Discussion Papers 1804, Institute of Labor Economics (IZA).
    6. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    7. Joseph K. Kaboski, 2009. "Education, Sectoral Composition and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(1), pages 168-182, January.
    8. Gould, Eric D., 2005. "Inequality and ability," Labour Economics, Elsevier, vol. 12(2), pages 169-189, April.

  22. John Cawley & Karen Conneely & James Heckman & Edward Vytlacil, 1996. "Cognitive Ability, Wages, and Meritocracy," NBER Working Papers 5645, National Bureau of Economic Research, Inc.

    Cited by:

    1. Carneiro, Pedro & Hansen, Karsten & Heckman, James, 2003. "Estimating distributions of treatment effects with an application to the returns to schooling and measurement of the effects of uncertainty on college choice," Working Paper Series 2003:9, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    2. Büchner, C.I.R. & Smits, W. & van der Velden, R.K.W., 2012. "Education, cognitive skills and earnings of males and females," Research Memorandum 010, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
    3. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2004. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 1019-1053, October.
    4. Gianni De Fraja, 2005. "Reverse Discrimination And Efficiency In Education," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 46(3), pages 1009-1031, August.
    5. Galindo-Rueda, Fernando, 2003. "Employer Learning and Schooling-Related Statistical Discrimination in Britain," IZA Discussion Papers 778, Institute of Labor Economics (IZA).
    6. Erik Plug & Wim Vijverberg, 2003. "Schooling, Family Background, and Adoption: Is It Nature or Is It Nurture?," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 611-641, June.
    7. Justin L. Tobias & Mingliang Li, 2003. "A finite-sample hierarchical analysis of wage variation across public high schools: evidence from the NLSY and high school and beyond," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(3), pages 315-336.
    8. Sanz-de-Galdeano, Anna & Vuri, Daniela, 2004. "Does Parental Divorce Affect Adolescents' Cognitive Development? Evidence from Longitudinal Data," IZA Discussion Papers 1206, Institute of Labor Economics (IZA).
    9. Francine D. Blau & Lawrence Kahn, 2004. "Do Cognitive Test Scores Explain Higher U.S. Wage Inequality?," CESifo Working Paper Series 1139, CESifo.
    10. Samuel Bentolila & Claudio Michelacci & Javier Suarez, 2004. "Social Contacts and Occupational Choice," Working Papers wp2004_0406, CEMFI.
    11. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc.
    12. Alan B. Krueger, 2002. "Economic Considerations and Class Size," NBER Working Papers 8875, National Bureau of Economic Research, Inc.
    13. Tobias, Justin, 2002. "Model Uncertainty and Race and Gender Heterogeneity in the College Entry Decision," Staff General Research Papers Archive 12019, Iowa State University, Department of Economics.
    14. Ignez M. Tristao, 2007. "Occupational Employment Risk and its Consequences for Unemployment Duration and Wages: Working Paper 2007-01," Working Papers 18287, Congressional Budget Office.
    15. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Occupational Choice: Personality Matters," IZA Discussion Papers 4105, Institute of Labor Economics (IZA).
    16. Salvador Navarro, 2011. "Using Observed Choices to Infer Agent's Information: Reconsidering the Importance of Borrowing Constraints, Uncertainty and Preferences in College Attendance," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20118, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    17. Elena Meschi & Anna Vignoles & Augustin de Coulon, 2008. "Parents Basic Skills and Childrens Cognitive Outcomes," CEE Discussion Papers 0104, Centre for the Economics of Education, LSE.
    18. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    19. Kevin Denny & Colm Harmon & Sandra Redmond, 2000. "Functional literacy, educational attainment and earnings : evidence from the international adult literacy survey," Open Access publications 10197/732, School of Economics, University College Dublin.
    20. Justin Tobias, 2003. "The effects of cognitive ability and high school quality on college entry decisions: nonparametric estimation of parameters of interest," Applied Economics, Taylor & Francis Journals, vol. 35(2), pages 209-215.
    21. Colm Harmon & Kevin Denny & Vincent O'Sullivan, 2003. "Education, earnings and skills : a multi-country comparison," Open Access publications 10197/649, School of Economics, University College Dublin.
    22. Lutz Hendricks & Todd Schoellman, 2013. "Student Abilities During the Expansion of US Education," CESifo Working Paper Series 4537, CESifo.
    23. Jennie Brand & Dwight Davis, 2011. "The Impact of College Education on Fertility: Evidence for Heterogeneous Effects," Demography, Springer;Population Association of America (PAA), vol. 48(3), pages 863-887, August.
    24. Okumura, Tsunao & Usui, Emiko, 2010. "Do Parents' Social Skills Influence Their Children's Sociability?," IZA Discussion Papers 5324, Institute of Labor Economics (IZA).
    25. Jones, Garett, 2012. "Cognitive skill and technology diffusion: An empirical test," Economic Systems, Elsevier, vol. 36(3), pages 444-460.
    26. De Fraja, Gianni, 2002. "Affirmative Action and Efficiency in Education," CEPR Discussion Papers 3357, C.E.P.R. Discussion Papers.
    27. Maria Cubel & Ana Nuevo-Chiquero & Santiago Sanchez-Pages & Marian Vidal-Fernandez, 2014. "Do Personality Traits Affect Productivity? Evidence from the Lab," Working Papers 2014012, The University of Sheffield, Department of Economics.
    28. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    29. Greg J. Duncan & Rachel Dunifon & Jeanne Brooks-Gunn, 2001. "As Ye Sweep, So Shall Ye Reap," American Economic Review, American Economic Association, vol. 91(2), pages 150-154, May.
    30. Melinda Petre, 2018. "Are Employers Omniscient? Employer Learning About Cognitive and Noncognitive Skills," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(3), pages 323-360, July.
    31. Jeremy Verlinda, 2006. "A comparison of two common approaches for estimating marginal effects in binary choice models," Applied Economics Letters, Taylor & Francis Journals, vol. 13(2), pages 77-80.
    32. Garett Jones, 2006. "IQ in the Ramsey Model: A Naive Calibration," DEGIT Conference Papers c011_063, DEGIT, Dynamics, Economic Growth, and International Trade.
    33. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
    34. Salvador Navarro & Jin Zhou, 2017. "Identifying Agent's Information Sets: an Application to a Lifecycle Model of Schooling, Consumption, and Labor Supply," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 58-92, April.
    35. O'Neill, Donal & Sweetman, Olive & Van de gaer, Dirk, 2006. "The impact of cognitive skills on the distribution of the black-white wage gap," Labour Economics, Elsevier, vol. 13(3), pages 343-356, June.
    36. Groves, Melissa Osborne, 2005. "How important is your personality? Labor market returns to personality for women in the US and UK," Journal of Economic Psychology, Elsevier, vol. 26(6), pages 827-841, December.
    37. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.
    38. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2001. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height, Third Version," PIER Working Paper Archive 04-013, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 15 Mar 2004.
    39. Koop, Gary M & Tobias, Justin, 2006. "Semiparametric Bayesian Inference in Smooth Coefficient Models," Staff General Research Papers Archive 12202, Iowa State University, Department of Economics.
    40. James J. Heckman & John Eric Humphries & Sergio Urzua & Gregory Veramendi, 2010. "The effects of educational choices on labor market, health, and social outcomes," Working Papers 2011-002, Human Capital and Economic Opportunity Working Group.
    41. Dean Yang, 2006. "Why Do Migrants Return to Poor Countries? Evidence From Philippine Migrants%u2019 Responses to Exchange Rate Shocks," NBER Working Papers 12396, National Bureau of Economic Research, Inc.
    42. Arias, Omar & McMahon, Walter W., 2001. "Dynamic rates of return to education in the U.S," Economics of Education Review, Elsevier, vol. 20(2), pages 121-138, April.
    43. Anna Sanz De Galdeano, 2004. "Does Parental Divorce Affect Adolescents' Cognitive Development? Evidence from Longitudinal Data," CSEF Working Papers 128, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    44. Fisher, Monica G., 2005. "Why Is U.S. Poverty Higher In Nonmetropolitan Than Metropolitan Areas? Evidence From The Panel Study Of Income Dynamics," Working Papers 18904, Oregon State University, Rural Poverty Research Center (RPRC).
    45. Tyler, John H., 2004. "Basic skills and the earnings of dropouts," Economics of Education Review, Elsevier, vol. 23(3), pages 221-235, June.
    46. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Antagonistic Managers, Careless Workers and Extraverted Salespeople: An Examination of Personality in Occupational Choice," IZA Discussion Papers 4193, Institute of Labor Economics (IZA).
    47. Green, David A. & Craig Riddell, W., 2003. "Literacy and earnings: an investigation of the interaction of cognitive and unobserved skills in earnings generation," Labour Economics, Elsevier, vol. 10(2), pages 165-184, April.
    48. Lochner, L., 1999. "Education, Work, and Crime: Theory and Evidence," RCER Working Papers 465, University of Rochester - Center for Economic Research (RCER).
    49. Blackburn, McKinley L., 2004. "The role of test scores in explaining race and gender differences in wages," Economics of Education Review, Elsevier, vol. 23(6), pages 555-576, December.
    50. Huanjun Zhu & Vasilis Sarafidis & Mervyn Silvapulle & Jiti Gao, 2015. "Testing for a Structural Break in Dynamic Panel Data Models with Common Factors," Monash Econometrics and Business Statistics Working Papers 20/15, Monash University, Department of Econometrics and Business Statistics.
    51. John Cawley & James Heckman & Edward Vytlacil, 1998. "Understanding the Role of Cognitive Ability in Accounting for the Recent Rise in the Economic Return to Education," NBER Working Papers 6388, National Bureau of Economic Research, Inc.
    52. de Carvalho Andrade, Eduardo & de Castro, Luciano I., 2011. "Tougher educational exam leading to worse selection," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 5, pages 1-24.

Articles

  1. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 1-18, March.

    Cited by:

    1. Asim Khwaja & Rajkamal Iyer & Erzo Luttmer & Kelly Shue, 2013. "Screening Peers Softly: Inferring the Quality of Small Borrowers," CID Working Papers 259, Center for International Development at Harvard University.
    2. Agarwal, Sumit & Amromin, Gene & Ben-David, Itzhak & Evanoff, Douglas D., 2016. "Loan Product Steering in Mortgage Markets," Working Paper Series 2016-18, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    3. Kristopher Gerardi & Paul S. Willen & David Hao Zhang, 2020. "Mortgage Prepayment, Race, and Monetary Policy," Working Papers 20-7, Federal Reserve Bank of Boston.
    4. Kiana Basiri & Babak Mahmoudi, 2021. "Possible income misstatement on mortgage loan applications: Evidence from the Canadian housing market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 917-935, September.
    5. James N. Conklin & Moussa Diop & Thao Le & Walter D’Lima, 2019. "The Importance of Originator-Servicer Affiliation in Loan Renegotiation," The Journal of Real Estate Finance and Economics, Springer, vol. 59(1), pages 56-89, July.
    6. Sumit Agarwal & Gene Amromin & Itzhak Ben-David & Souphala Chomsisengphet & Douglas D. Evanoff, 2013. "Predatory Lending and the Subprime Crisis," NBER Working Papers 19550, National Bureau of Economic Research, Inc.
    7. Marsha J. Courchane & Stephen L. Ross, 2018. "Evidence and Actions on Mortgage Market Disparities: Research, Fair lending Enforcement and Consumer Protection," Working papers 2018-14, University of Connecticut, Department of Economics.
    8. Griffin, John M. & Kruger, Samuel & Maturana, Gonzalo, 2021. "What drove the 2003–2006 house price boom and subsequent collapse? Disentangling competing explanations," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1007-1035.
    9. Sumit Agarwal & Itzhak Ben-David & Vincent Yao, 2015. "Collateral Valuation and Borrower Financial Constraints: Evidence from the Residential Real Estate Market," Management Science, INFORMS, vol. 61(9), pages 2220-2240, September.
    10. Kelly, Robert & O'Malley, Terry & O'Toole, Conor, 2014. "Do first time buyers default less? Implications for macro-prudential policy," Economic Letters 14/EL/14, Central Bank of Ireland.
    11. van der Plaat, Mark T., 2021. "How to Measure Securitization: A Structural Equation Approach," MPRA Paper 109735, University Library of Munich, Germany.
    12. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2015. "Loan Originations and Defaults in the Mortgage Crisis: Further Evidence," NBER Working Papers 21320, National Bureau of Economic Research, Inc.
    13. Brent W. Ambrose & Moussa Diop & Walter D’Lima & Mark Thibodeau, 2019. "Risk and Performance of Mutual Funds’ Securitized Mortgage Investments," The Journal of Real Estate Finance and Economics, Springer, vol. 59(4), pages 515-548, November.
    14. Arpit Gupta & Christopher Hansman, 2022. "Selection, Leverage, and Default in the Mortgage Market," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 720-770.
    15. Ambrose, Brent W. & Coulson, N. Edward & Yoshida, Jiro, 2018. "Reassessing Taylor rules using improved housing rent data," Journal of Macroeconomics, Elsevier, vol. 56(C), pages 243-257.
    16. Tzioumis, Konstantinos, 2017. "Mortgage (mis)pricing: The case of co-borrowers," Journal of Urban Economics, Elsevier, vol. 99(C), pages 79-93.
    17. Shi, Lan & Zhang, Yan, 2018. "The effect of mortgage broker licensing under the originate-to-distribute model: Evidence from the U.S. mortgage market," Journal of Financial Intermediation, Elsevier, vol. 35(PA), pages 70-85.
    18. Robert Shimer & Ivan Werning, 2019. "Efficiency and information transmission in bilateral trading," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 33, pages 154-176, July.
    19. Serena Gallo, 2021. "Fintech platforms: Lax or careful borrowers’ screening?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-33, December.
    20. Manuel Adelino & W. Scott Frame & Kristopher Gerardi, 2014. "The Effect of Large Investors on Asset Quality: Evidence from Subprime Mortgage Securities," FRB Atlanta Working Paper 2014-4, Federal Reserve Bank of Atlanta.
    21. Jiang, Jinglin & Liao, Li & Lu, Xi & Wang, Zhengwei & Xiang, Hongyu, 2021. "Deciphering big data in consumer credit evaluation," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 28-45.
    22. Yilin Huang & Taylor D. Nadauld, 2019. "A Direct Test of Agency Theories of Debt: Evidence from Residential Mortgage-Backed Securities," Management Science, INFORMS, vol. 65(4), pages 1792-1809, April.
    23. W. Scott Frame & Larry D. Wall & Lawrence J. White, 2018. "Technological Change and Financial Innovation in Banking: Some Implications for Fintech," FRB Atlanta Working Paper 2018-11, Federal Reserve Bank of Atlanta.
    24. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    25. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2015. "Loan Originations and Defaults in the Mortgage Crisis: The Role of the Middle Class," NBER Working Papers 20848, National Bureau of Economic Research, Inc.
    26. Feiler, Lauren, 2014. "Testing models of information avoidance with binary choice dictator games," Journal of Economic Psychology, Elsevier, vol. 45(C), pages 253-267.
    27. Kelly, Robert & O’Toole, Conor, 2018. "Mortgage default, lending conditions and macroprudential policy: Loan-level evidence from UK buy-to-lets," Journal of Financial Stability, Elsevier, vol. 36(C), pages 322-335.
    28. Milonas, Kristoffer, 2017. "The effect of foreclosure laws on securitization: Evidence from U.S. states," Journal of Financial Stability, Elsevier, vol. 33(C), pages 1-22.
    29. McQuinn, Kieran & O’Toole, Conor & Slaymaker, Rachel, 2021. "Credit access, macroprudential rules and policy interventions: Lessons for potential first time buyers," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 944-963.
    30. Tim Zhang, 2022. "Uniform Mortgage Regulation and Distortion in Capital Allocation [Loan originations and defaults in the mortgage crisis: the role of the middle class]," Review of Finance, European Finance Association, vol. 26(4), pages 1011-1050.
    31. Nelson Lind, 2017. "Credit Regimes and the Seeds of Crisis," 2017 Meeting Papers 1474, Society for Economic Dynamics.
    32. Stephen L. Ross & Yuan Wang, 2022. "Mortgage Lenders and the Geographic Concentration of Foreclosures," Working Papers 2022-001, Human Capital and Economic Opportunity Working Group.
    33. Slava Mikhed & Sahil Raina & Barry Scholnick & Man Zhang, 2022. "Debtor Fraud in Consumer Debt Renegotiation," Working Papers 22-35, Federal Reserve Bank of Philadelphia.
    34. Karen Pence, 2022. "Liquidity in the mortgage market: How does the COVID‐19 crisis compare with the global financial crisis?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(6), pages 1405-1424, November.
    35. Chris Cunningham & Kristopher Gerardi & Lily Shen, 2021. "The Double Trigger for Mortgage Default: Evidence from the Fracking Boom," Management Science, INFORMS, vol. 67(6), pages 3943-3964, June.
    36. Conklin, James N. & Frame, W. Scott & Gerardi, Kristopher & Liu, Haoyang, 2022. "Villains or scapegoats? The role of subprime borrowers in driving the U.S. housing boom," Journal of Financial Intermediation, Elsevier, vol. 51(C).
    37. Jason Allen & Robert Clark & Jean-François Houde & Shaoteng Li & Anna Trubnikova, 2023. "The Role of Intermediaries in Selection Markets: Evidence from Mortgage Lending," Staff Working Papers 23-12, Bank of Canada.
    38. Chen, Shiyi & Gu, Yan & Liu, Qingfu & Tse, Yiuman, 2020. "How do lenders evaluate borrowers in peer-to-peer lending in China?," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 651-662.
    39. van der Plaat, Mark, 2020. "Loan sales and the tyranny of tistance in U.S. residential mortgage lending," MPRA Paper 107519, University Library of Munich, Germany, revised 20 Apr 2021.
    40. Eid, Nourhan & Maltby, Josephine & Talavera, Oleksandr, 2016. "Income Rounding and Loan Performance in the Peer-to-Peer Market," MPRA Paper 72852, University Library of Munich, Germany.
    41. Dror Parnes, 2023. "Typical States and Their Risks for Mortgage Loans," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 395-415, June.
    42. Bhaumik, Sumon Kumar & Owolabi, Oluwarotimi & Pal, Sarmistha, 2018. "Private information, institutional distance, and the failure of cross-border acquisitions: Evidence from the banking sector in Central and Eastern Europe," Journal of World Business, Elsevier, vol. 53(4), pages 504-513.
    43. Griffin, John M. & Kruger, Samuel & Maturana, Gonzalo, 2019. "Do labor markets discipline? Evidence from RMBS bankers," Journal of Financial Economics, Elsevier, vol. 133(3), pages 726-750.
    44. Marco Di Maggio & Amir Kermani & Sanket Korgaonkar, 2019. "Partial Deregulation and Competition: Effects on Risky Mortgage Origination," Management Science, INFORMS, vol. 65(10), pages 4676-4711, October.
    45. Oleksandr Talavera & Haofeng Xu, 2018. "Role of Verification in Peer-to-Peer Lending," Working Papers 2018-25, Swansea University, School of Management.
    46. Atif Mian & Amir Sufi, 2017. "Fraudulent Income Overstatement on Mortgage Applications During the Credit Expansion of 2002 to 2005," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 1832-1864.
    47. Bin Wei & Feng Zhao, 2022. "Racial Disparities in Mortgage Lending: New Evidence Based on Processing Time," FRB Atlanta Working Paper 2022-1, Federal Reserve Bank of Atlanta.
    48. Rojas, Alejandro, 2021. "Mortgage credit growth for lower-income borrowers during the 2000s housing boom: Evidence and implications," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 220-233.
    49. Andra C. Ghent & Ruben Hernandez-Murillo & Michael T. Owyang, 2012. "Did affordable housing legislation contribute to the subprime securities boom?," Working Papers 2012-005, Federal Reserve Bank of St. Louis.
    50. van der Plaat, Mark & Spierdijk, Laura, 2020. "Recourse, asymmetric information, and credit risk over the business cycle," MPRA Paper 104718, University Library of Munich, Germany.
    51. Yang, Ling, 2022. "An information quality-based explanation for loan loss allowance inadequacy during the 2008 financial crisis," Journal of Accounting and Economics, Elsevier, vol. 73(1).
    52. Zhao, Yunhui, 2016. "Got Hurt for What You Paid? Revisiting Government Subsidy in the U.S. Mortgage Market," MPRA Paper 81083, University Library of Munich, Germany, revised 01 Aug 2017.
    53. McCarthy, Yvonne & McQuinn, Kieran, 2017. "Credit conditions in a boom and bust property market: Insights for macro-prudential policy," The Quarterly Review of Economics and Finance, Elsevier, vol. 64(C), pages 171-182.
    54. Egle Jakucionyte & Swapnil Singh, 2019. "Mortgage Foreclosure Risk After the Great Recession," Bank of Lithuania Working Paper Series 69, Bank of Lithuania.
    55. Gaudêncio, João & Mazany, Agnieszka & Schwarz, Claudia, 2019. "The impact of lending standards on default rates of residential real estate loans," Occasional Paper Series 220, European Central Bank.
    56. James Conklin & Moussa Diop & Mingming Qiu, 2022. "Religion and Mortgage Misrepresentation," Journal of Business Ethics, Springer, vol. 179(1), pages 273-295, August.
    57. Fatih Tuluk, 2021. "Collateral Misrepresentation, External Auditing, and Optimal Supervisory Policy," Open Economies Review, Springer, vol. 32(5), pages 975-1016, November.
    58. Samuel Kruger & Gonzalo Maturana, 2021. "Collateral Misreporting in the Residential Mortgage-Backed Security Market," Management Science, INFORMS, vol. 67(5), pages 2729-2750, May.
    59. Billio, Monica & Dufour, Alfonso & Segato, Samuele & Varotto, Simone, 2023. "Complexity and the default risk of mortgage-backed securities," Journal of Banking & Finance, Elsevier, vol. 155(C).
    60. Deku, Solomon Y. & Kara, Alper & Marques-Ibanez, David, 2022. "Bank reputation and securitization quality: European evidence," Finance Research Letters, Elsevier, vol. 46(PB).
    61. Erik Hembre & Stephanie Moulton & Matthew Record, 2021. "Low‐Income Homeownership and the Role of State Subsidies: A Comparative Analysis of Mortgage Outcomes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(1), pages 78-106, January.
    62. Nam, Tong-yob & Oh, Seungjoon, 2021. "Non-recourse mortgage law and housing speculation," Journal of Banking & Finance, Elsevier, vol. 133(C).
    63. Walter D'Lima & Luis Arturo Lopez, 2021. "Trustee affiliation and servicer oversight: Evidence from CMBS markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 699-732, September.
    64. Akin, Zafer, 2022. "Playing the victim behavior: an experimental study," MPRA Paper 115532, University Library of Munich, Germany.
    65. Sumit Agarwal & Brent W. Ambrose & Vincent W. Yao, 2020. "Lender Steering in Residential Mortgage Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 48(2), pages 446-475, June.
    66. Adelino, Manuel & Gerardi, Kristopher & Hartman-Glaser, Barney, 2019. "Are lemons sold first? Dynamic signaling in the mortgage market," Journal of Financial Economics, Elsevier, vol. 132(1), pages 1-25.

  2. Jiang, Wei & Nelson, Ashlyn Aiko & Vytlacil, Edward, 2013. "Delinquency model predictive power among low-documentation loans," Economics Letters, Elsevier, vol. 120(2), pages 171-173.

    Cited by:

    1. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    2. McQuinn, Kieran & O’Toole, Conor & Slaymaker, Rachel, 2021. "Credit access, macroprudential rules and policy interventions: Lessons for potential first time buyers," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 944-963.
    3. Slaymaker, Rachel & O'Toole, Conor & McQuinn, Kieran & Fahy, Mike, 2018. "Monetary policy normalisation and mortgage arrears in a recovering economy: The case of the Irish residential market," Papers WP613, Economic and Social Research Institute (ESRI).
    4. Dror Parnes, 2023. "Typical States and Their Risks for Mortgage Loans," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 395-415, June.
    5. Byrne, David & Kelly, Robert & O'Toole, Conor, 2017. "How does monetary policy pass-through affect mortgage default? Evidence from the Irish mortgage market," Research Technical Papers 04/RT/17, Central Bank of Ireland.
    6. Corrigan, Eoin & O'Toole, Conor & Slaymaker, 2020. "Credit demand in the Irish mortgage market: What is the gap and could public lending help?," Papers WP671, Economic and Social Research Institute (ESRI).

  3. Bhattacharya, Jay & Shaikh, Azeem M. & Vytlacil, Edward, 2012. "Treatment effect bounds: An application to Swan–Ganz catheterization," Journal of Econometrics, Elsevier, vol. 168(2), pages 223-243.
    See citations under working paper version above.
  4. Azeem M. Shaikh & Edward J. Vytlacil, 2011. "Partial Identification in Triangular Systems of Equations With Binary Dependent Variables," Econometrica, Econometric Society, vol. 79(3), pages 949-955, May.

    Cited by:

    1. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    2. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    3. Laffers, Lukas, 2013. "Identification in Models with Discrete Variables," Discussion Paper Series in Economics 1/2013, Norwegian School of Economics, Department of Economics.
    4. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    5. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    6. Koen Jochmans, 2011. "Identification in Bivariate binary-choice Models with elliptical innovations," SciencePo Working papers Main hal-01069483, HAL.
    7. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
    8. Sukjin Han, 2018. "Identification in Nonparametric Models for Dynamic Treatment Effects," Papers 1805.09397, arXiv.org, revised Jan 2019.
    9. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    10. Khan, Shakeeb & Maurel, Arnaud & Zhang, Yichong, 2020. "Informational Content of Factor Structures in Simultaneous Binary Response Models," IZA Discussion Papers 14008, Institute of Labor Economics (IZA).
    11. Stefan Hoderlein & Yuya Sasaki, 2011. "On the role of time in nonseparable panel data models," CeMMAP working papers CWP15/11, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    12. Ivan A. Canay & Azeem M. Shaikh, 2016. "Practical and theoretical advances in inference for partially identified models," CeMMAP working papers CWP05/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    13. Alexander Torgovitsky, 2019. "Partial identification by extending subdistributions," Quantitative Economics, Econometric Society, vol. 10(1), pages 105-144, January.
    14. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    15. Nianqing Liu & Quang Vuong & Haiqing Xu, 2012. "Rationalization and Identification of Discrete Games with Correlated Types," Department of Economics Working Papers 130915, The University of Texas at Austin, Department of Economics.
    16. Sukjin Han & Sungwon Lee, 2018. "Estimation in a Generalization of Bivariate Probit Models with Dummy Endogenous Regressors," Papers 1808.05792, arXiv.org, revised Mar 2019.
    17. Jiaying Gu & Thomas M. Russell, 2021. "Partial Identification in Nonseparable Binary Response Models with Endogenous Regressors," Papers 2101.01254, arXiv.org, revised Jul 2022.
    18. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    19. Li, Chuhui & Poskitt, D.S. & Zhao, Xueyan, 2019. "The bivariate probit model, maximum likelihood estimation, pseudo true parameters and partial identification," Journal of Econometrics, Elsevier, vol. 209(1), pages 94-113.
    20. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    21. Sokbae (Simon) Lee & Bernard Salanie, 2018. "Identifying effects of multivalued treatments," CeMMAP working papers CWP34/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    22. Kasy, Maximilian, "undated". "Instrumental variables with unrestricted heterogeneity and continuous treatment - DON'T CITE! SEE ERRATUM BELOW," Working Paper 33257, Harvard University OpenScholar.
    23. Anirban Basu & Norma B. Coe & Cole G. Chapman, 2018. "2SLS versus 2SRI: Appropriate methods for rare outcomes and/or rare exposures," Health Economics, John Wiley & Sons, Ltd., vol. 27(6), pages 937-955, June.
    24. Huber, Martin & Wüthrich, Kaspar, 2019. "Local Average and Quantile Treatment Effects Under Endogeneity: A Review," University of California at San Diego, Economics Working Paper Series qt4j29d8sc, Department of Economics, UC San Diego.
    25. Balat, Jorge F. & Han, Sukjin, 2023. "Multiple treatments with strategic substitutes," Journal of Econometrics, Elsevier, vol. 234(2), pages 732-757.
    26. Mourifié, Ismael, 2015. "Sharp bounds on treatment effects in a binary triangular system," Journal of Econometrics, Elsevier, vol. 187(1), pages 74-81.
    27. Huber, Martin & Wüthrich, Kaspar, 2017. "Evaluating local average and quantile treatment effects under endogeneity based on instruments: a review," FSES Working Papers 479, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
    28. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Nese Yildiz, 2012. "Identification of treatment effects in a triangular system of equations," Department of Economics Working Papers 130910, The University of Texas at Austin, Department of Economics, revised Oct 2012.
    29. Galichon, Alfred & Henry, Marc, 2013. "Dilation bootstrap," Journal of Econometrics, Elsevier, vol. 177(1), pages 109-115.
    30. Liu, Nianqing & Vuong, Quang & Xu, Haiqing, 2017. "Rationalization and identification of binary games with correlated types," Journal of Econometrics, Elsevier, vol. 201(2), pages 249-268.
    31. Brent Kreider & John V. Pepper & Manan Roy, 2016. "Identifying the Effects of WIC on Food Insecurity Among Infants and Children," Southern Economic Journal, John Wiley & Sons, vol. 82(4), pages 1106-1122, April.
    32. James L. Powell, 2017. "Identification and Asymptotic Approximations: Three Examples of Progress in Econometric Theory," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 107-124, Spring.
    33. Francesca Molinari, 2020. "Microeconometrics with Partial Identi?cation," CeMMAP working papers CWP15/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    34. Florian Gunsilius, 2019. "A path-sampling method to partially identify causal effects in instrumental variable models," Papers 1910.09502, arXiv.org, revised Jun 2020.
    35. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2017. "Going beyond LATE: Bounding Average Treatment Effects of Job Corps Training," GLO Discussion Paper Series 93, Global Labor Organization (GLO).
    36. Jorge Balat & Sukjin Han, 2018. "Multiple Treatments with Strategic Interaction," Papers 1805.08275, arXiv.org, revised Sep 2019.
    37. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    38. Andrew Chesher & Adam M. Rosen, 2013. "What Do Instrumental Variable Models Deliver with Discrete Dependent Variables?," American Economic Review, American Economic Association, vol. 103(3), pages 557-562, May.
    39. Klein, Roger & Shen, Chan & Vella, Francis, 2015. "Estimation of marginal effects in semiparametric selection models with binary outcomes," Journal of Econometrics, Elsevier, vol. 185(1), pages 82-94.
    40. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae (Simon) Lee, 2014. "The identification power of smoothness assumptions in models with counterfactual outcomes," CeMMAP working papers 17/14, Institute for Fiscal Studies.
    41. John C. Ham & Serkan Ozbeklik & Lara D. Shore-Sheppard, 2014. "Estimating Heterogeneous Takeup and Crowd-Out Responses to Existing Medicaid Income Limits and their Nonmarginal Expansions," Journal of Human Resources, University of Wisconsin Press, vol. 49(4), pages 872-905.
    42. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    43. Fan, Yanqin & Park, Sang Soo, 2012. "Confidence intervals for the quantile of treatment effects in randomized experiments," Journal of Econometrics, Elsevier, vol. 167(2), pages 330-344.
    44. Anirban Basu & Norma Coe & Cole G. Chapman, 2017. "Comparing 2SLS vs 2SRI for Binary Outcomes and Binary Exposures," NBER Working Papers 23840, National Bureau of Economic Research, Inc.
    45. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    46. Francesca Molinari, 2019. "Econometrics with Partial Identification," CeMMAP working papers CWP25/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    47. Desire Kedagni & Ismael Mourifie, 2014. "Tightening Bounds In Triangular Systems," Working Papers tecipa-515, University of Toronto, Department of Economics.
    48. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Dummy Endogenous Variables in Weakly Separable Multiple Index Models without Monotonicity," Boston College Working Papers in Economics 996, Boston College Department of Economics.
    49. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    50. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    51. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    52. Roger Klein & Chan Shen & Francis Vella, 2014. "Semiiparametric Selection Models with Binary Outcomes," Departmental Working Papers 201403, Rutgers University, Department of Economics.
    53. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    54. Maximilian Kasy, 2014. "Instrumental Variables with Unrestricted Heterogeneity and Continuous Treatment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(4), pages 1614-1636.
    55. Martin Huber & Giovanni Mellace, 2010. "Sharp IV bounds on average treatment effects under endogeneity and noncompliance," University of St. Gallen Department of Economics working paper series 2010 2010-31, Department of Economics, University of St. Gallen.
    56. Shuowen Chen & Hiroaki Kaido, 2022. "Robust Tests of Model Incompleteness in the Presence of Nuisance Parameters," Papers 2208.11281, arXiv.org, revised Sep 2023.
    57. Austin Nichols, 2011. "Causal inference for binary regression with observational data," CHI11 Stata Conference 6, Stata Users Group.
    58. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.

  5. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    See citations under working paper version above.
  6. Pedro Carneiro & James J. Heckman & Edward Vytlacil, 2010. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," Econometrica, Econometric Society, vol. 78(1), pages 377-394, January.
    See citations under working paper version above.
  7. Shaikh, Azeem M. & Simonsen, Marianne & Vytlacil, Edward J. & Yildiz, Nese, 2009. "A specification test for the propensity score using its distribution conditional on participation," Journal of Econometrics, Elsevier, vol. 151(1), pages 33-46, July.

    Cited by:

    1. Rajeev Dehejia, 2013. "The Porous Dialectic: Experimental and Non-Experimental Methods in Development Economics," WIDER Working Paper Series wp-2013-011, World Institute for Development Economic Research (UNU-WIDER).
    2. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2022. "Covariate distribution balance via propensity scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1093-1120, September.
    3. Steven Lehrer & Gregory Kordas, 2004. "Matching using Semiparametric Propensity Scores," Econometric Society 2004 North American Summer Meetings 441, Econometric Society.
    4. Sant’Anna, Pedro H.C. & Song, Xiaojun, 2019. "Specification tests for the propensity score," Journal of Econometrics, Elsevier, vol. 210(2), pages 379-404.
    5. Martin Huber, 2010. "Testing for covariate balance using quantile regression and resampling methods," University of St. Gallen Department of Economics working paper series 2010 2010-18, Department of Economics, University of St. Gallen.
    6. Martin Huber, 2012. "Identification of Average Treatment Effects in Social Experiments Under Alternative Forms of Attrition," Journal of Educational and Behavioral Statistics, , vol. 37(3), pages 443-474, June.
    7. Wang-Sheng Lee, 2013. "Propensity score matching and variations on the balancing test," Empirical Economics, Springer, vol. 44(1), pages 47-80, February.
    8. Li Liang & Greene Tom, 2013. "A Weighting Analogue to Pair Matching in Propensity Score Analysis," The International Journal of Biostatistics, De Gruyter, vol. 9(2), pages 215-234, July.
    9. Pedro H. C. Sant'Anna & Xiaojun Song, 2020. "Specification tests for generalized propensity scores using double projections," Papers 2003.13803, arXiv.org, revised Apr 2023.
    10. Huber, Martin, 2012. "Identifying causal mechanisms in experiments (primarily) based on inverse probability weighting," Economics Working Paper Series 1213, University of St. Gallen, School of Economics and Political Science, revised May 2013.
    11. Russell Davidson & Victoria Zinde-Walsh, 2017. "Advances in specification testing," Canadian Journal of Economics, Canadian Economics Association, vol. 50(5), pages 1595-1631, December.
    12. von Eije, Henk & Goyal, Abhinav & Muckley, Cal B., 2014. "Does the information content of payout initiations and omissions influence firm risks?," Journal of Econometrics, Elsevier, vol. 183(2), pages 222-229.
    13. Caliendo, Marco & Mahlstedt, Robert & Mitnik, Oscar A., 2014. "Unobservable, but Unimportant? The Influence of Personality Traits (and Other Usually Unobserved Variables) for the Evaluation of Labor Market Policies," IZA Discussion Papers 8337, Institute of Labor Economics (IZA).
    14. Dehejia Rajeev, 2015. "Experimental and Non-Experimental Methods in Development Economics: A Porous Dialectic," Journal of Globalization and Development, De Gruyter, vol. 6(1), pages 47-69, June.

  8. Shaikh, Azeem M. & Vytlacil, Edward, 2008. "Endogenous binary choice models with median restrictions: A comment," Economics Letters, Elsevier, vol. 98(1), pages 23-28, January.

    Cited by:

    1. Yingying Dong & Arthur Lewbel & Thomas Tao Yang, 2012. "Comparing Features of Convenient Estimators for Binary Choice Models With Endogenous Regressors," Boston College Working Papers in Economics 789, Boston College Department of Economics, revised 15 May 2012.
    2. Yingying Dong & Arthur Lewbel, 2012. "A Simple Estimator for Binary Choice Models With Endogenous Regressors," Boston College Working Papers in Economics 807, Boston College Department of Economics.
    3. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Viewpoint: Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 809-829, August.
    4. Alyssa Carlson, 2021. "Relaxing Conditional Independence in an Endogenous Binary Response Model," Working Papers 2113, Department of Economics, University of Missouri.

  9. Jay Bhattacharya & Azeem M. Shaikh & Edward Vytlacil, 2008. "Treatment Effect Bounds under Monotonicity Assumptions: An Application to Swan-Ganz Catheterization," American Economic Review, American Economic Association, vol. 98(2), pages 351-356, May.

    Cited by:

    1. Patrick Kline & Andres Santos, 2013. "Sensitivity to missing data assumptions: Theory and an evaluation of the U.S. wage structure," Quantitative Economics, Econometric Society, vol. 4(2), pages 231-267, July.
    2. Kate Ho & Adam M. Rosen, 2015. "Partial Identification in Applied Research: Benefits and Challenges," NBER Working Papers 21641, National Bureau of Economic Research, Inc.
    3. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    4. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    5. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    6. German Blanco & Carlos A. Flores & Alfonso Flores-Lagunes, 2013. "The Effects of Job Corps Training on Wages of Adolescents and Young Adults," American Economic Review, American Economic Association, vol. 103(3), pages 418-422, May.
    7. Sung Jae Jun & Sokbae Lee, 2020. "Causal Inference under Outcome-Based Sampling with Monotonicity Assumptions," Papers 2004.08318, arXiv.org, revised Oct 2023.
    8. Buhl-Wiggers, Julie & Kerwin, Jason & Muñoz-Morales, Juan S. & Smith, Jeffrey A. & Thornton, Rebecca L., 2020. "Some Children Left Behind: Variation in the Effects of an Educational Intervention," IZA Discussion Papers 13598, Institute of Labor Economics (IZA).
    9. Ivan A. Canay & Azeem M. Shaikh, 2016. "Practical and theoretical advances in inference for partially identified models," CeMMAP working papers CWP05/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    10. Denni Tommasi & Lina Zhang, 2020. "Bounding Program Benefits When Participation is Misreported," Monash Econometrics and Business Statistics Working Papers 24/20, Monash University, Department of Econometrics and Business Statistics.
    11. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    12. Sukjin Han & Sungwon Lee, 2018. "Estimation in a Generalization of Bivariate Probit Models with Dummy Endogenous Regressors," Papers 1808.05792, arXiv.org, revised Mar 2019.
    13. German Blanco & Carlos A. Flores & Alfonso Flores-Lagunes, 2013. "Bounds on Average and Quantile Treatment Effects of Job Corps Training on Wages," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 659-701.
    14. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    15. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    16. Domenico Depalo & Santiago Pereda-Fernández, 2020. "Consistent estimates of the public/private wage gap," Empirical Economics, Springer, vol. 58(6), pages 2937-2947, June.
    17. Mourifié, Ismael, 2015. "Sharp bounds on treatment effects in a binary triangular system," Journal of Econometrics, Elsevier, vol. 187(1), pages 74-81.
    18. Sung Jae Jun & Sokbae (Simon) Lee, 2020. "Causal inference in case-control studies," CeMMAP working papers CWP19/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    19. Domenico Depalo & Jay Bhattacharya & Vincenzo Atella & Federico Belotti, 2019. "When Technological Advance Meets Physician Learning in Drug Prescribing," NBER Working Papers 26202, National Bureau of Economic Research, Inc.
    20. Ann P. Bartel & Carri W. Chan & Song-Hee Kim, 2020. "Should Hospitals Keep Their Patients Longer? The Role of Inpatient Care in Reducing Postdischarge Mortality," Management Science, INFORMS, vol. 66(6), pages 2326-2346, June.
    21. Kyungchul Song, 2009. "Point Decisions for Interval-Identified Parameters," PIER Working Paper Archive 09-036, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    22. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," Annals of Economics and Statistics, GENES, issue 91-92, pages 151-174.
    23. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2017. "Going beyond LATE: Bounding Average Treatment Effects of Job Corps Training," GLO Discussion Paper Series 93, Global Labor Organization (GLO).
    24. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    25. Stefan Boes, 2009. "Bounds on Counterfactual Distributions Under Semi-Monotonicity Constraints," SOI - Working Papers 0920, Socioeconomic Institute - University of Zurich.
    26. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    27. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    28. Zheng Fang & Juwon Seo, 2019. "A Projection Framework for Testing Shape Restrictions That Form Convex Cones," Papers 1910.07689, arXiv.org, revised Sep 2021.
    29. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    30. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    31. Sokbae Lee & Martin Weidner, 2021. "Bounding Treatment Effects by Pooling Limited Information across Observations," Papers 2111.05243, arXiv.org, revised Dec 2023.

  10. J. P. Florens & J. J. Heckman & C. Meghir & E. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models With Continuous, Endogenous Treatment and Heterogeneous Effects," Econometrica, Econometric Society, vol. 76(5), pages 1191-1206, September.
    See citations under working paper version above.
  11. Edward Vytlacil & Nese Yildiz, 2007. "Dummy Endogenous Variables in Weakly Separable Models," Econometrica, Econometric Society, vol. 75(3), pages 757-779, May.

    Cited by:

    1. Jun, Sung Jae & Pinkse, Joris & Xu, Haiqing, 2011. "Tighter bounds in triangular systems," Journal of Econometrics, Elsevier, vol. 161(2), pages 122-128, April.
    2. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    3. Koen Jochmans, 2011. "Identification in Bivariate binary-choice Models with elliptical innovations," SciencePo Working papers Main hal-01069483, HAL.
    4. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    5. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
    6. Sukjin Han, 2018. "Identification in Nonparametric Models for Dynamic Treatment Effects," Papers 1805.09397, arXiv.org, revised Jan 2019.
    7. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    8. Khan, Shakeeb & Maurel, Arnaud & Zhang, Yichong, 2020. "Informational Content of Factor Structures in Simultaneous Binary Response Models," IZA Discussion Papers 14008, Institute of Labor Economics (IZA).
    9. Yingying Dong & Arthur Lewbel & Thomas Tao Yang, 2012. "Comparing Features of Convenient Estimators for Binary Choice Models With Endogenous Regressors," Boston College Working Papers in Economics 789, Boston College Department of Economics, revised 15 May 2012.
    10. Pallab Ghosh & Kevin Grier & Jaeho Kim, 2021. "Heterogeneous endogeneity," Statistical Papers, Springer, vol. 62(2), pages 847-886, April.
    11. Alexander Torgovitsky, 2019. "Partial identification by extending subdistributions," Quantitative Economics, Econometric Society, vol. 10(1), pages 105-144, January.
    12. Carneiro, Pedro & Lee, Sokbae, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," Journal of Econometrics, Elsevier, vol. 149(2), pages 191-208, April.
    13. Sungwon Lee, 2020. "Identification and Confidence Regions for Treatment Effect and its Distribution under Stochastic Dominance," Working Papers 2011, Nam Duck-Woo Economic Research Institute, Sogang University (Former Research Institute for Market Economy).
    14. Pedro Picchetti, 2023. "Identification in Endogenous Sequential Treatment Regimes," Papers 2311.18555, arXiv.org.
    15. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    16. Jun Ma & Vadim Marmer & Zhengfei Yu, 2021. "Inference on Individual Treatment Effects in Nonseparable Triangular Models," Papers 2107.05559, arXiv.org, revised Feb 2023.
    17. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation for Research in Economics, Yale University.
    18. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    19. Yingying Dong & Arthur Lewbel, 2012. "A Simple Estimator for Binary Choice Models With Endogenous Regressors," Boston College Working Papers in Economics 807, Boston College Department of Economics.
    20. Stefan Hoderlein & Robert Sherman, 2012. "Identification and estimation in a correlated random coefficients binary response model," CeMMAP working papers CWP42/12, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    21. Balat, Jorge F. & Han, Sukjin, 2023. "Multiple treatments with strategic substitutes," Journal of Econometrics, Elsevier, vol. 234(2), pages 732-757.
    22. Mourifié, Ismael, 2015. "Sharp bounds on treatment effects in a binary triangular system," Journal of Econometrics, Elsevier, vol. 187(1), pages 74-81.
    23. Arthur Lewbel, 2012. "An Overview of the Special Regressor Method," Boston College Working Papers in Economics 810, Boston College Department of Economics.
    24. Nikolay Didenko, 2020. "Modeling the global nickel market with a triangular simultaneous equations model," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 11(1), pages 119-129, May.
    25. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Viewpoint: Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 809-829, August.
    26. Jorge Balat & Sukjin Han, 2018. "Multiple Treatments with Strategic Interaction," Papers 1805.08275, arXiv.org, revised Sep 2019.
    27. Fitzenberger, Bernd & Osikominu, Aderonke & Paul, Marie, 2023. "The effects of training incidence and planned training duration on labor market transitions," Journal of Econometrics, Elsevier, vol. 235(1), pages 256-279.
    28. Klein, Roger & Shen, Chan & Vella, Francis, 2015. "Estimation of marginal effects in semiparametric selection models with binary outcomes," Journal of Econometrics, Elsevier, vol. 185(1), pages 82-94.
    29. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
    30. Manuel Denzer, 2019. "Estimating Causal Effects in Binary Response Models with Binary Endogenous Explanatory Variables - A Comparison of Possible Estimators," Working Papers 1916, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    31. André, Pierre, 2009. "Is grade repetition one of the causes of early school dropout? :Evidence from Senegalese primary schools," MPRA Paper 25665, University Library of Munich, Germany.
    32. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    33. Brendan Kline, 2016. "Identification of the Direction of a Causal Effect by Instrumental Variables," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(2), pages 176-184, April.
    34. Stefan Hoderlein & Robert Sherman, 2012. "Identification and estimation in a correlated random coefficients binary response model," CeMMAP working papers 42/12, Institute for Fiscal Studies.
    35. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Dummy Endogenous Variables in Weakly Separable Multiple Index Models without Monotonicity," Boston College Working Papers in Economics 996, Boston College Department of Economics.
    36. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    37. Aradillas-Lopez, Andres, 2010. "Semiparametric estimation of a simultaneous game with incomplete information," Journal of Econometrics, Elsevier, vol. 157(2), pages 409-431, August.
    38. Simon B chler, Alex van de Minne, Olivier Sch ni, 2020. "Redevelopment Option Value for Commercial Real Estate," Diskussionsschriften credresearchpaper26, Universitaet Bern, Departement Volkswirtschaft - CRED.
    39. Chen, Heng & Fan, Yanqin, 2019. "Identification and wavelet estimation of weighted ATE under discontinuous and kink incentive assignment mechanisms," Journal of Econometrics, Elsevier, vol. 212(2), pages 476-502.
    40. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    41. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Identification and Estimation of Weakly Separable Models Without Monotonicity," Papers 2003.04337, arXiv.org, revised Apr 2020.
    42. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    43. Roger Klein & Chan Shen & Francis Vella, 2014. "Semiiparametric Selection Models with Binary Outcomes," Departmental Working Papers 201403, Rutgers University, Department of Economics.
    44. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    45. Kamhon Kan & Chihwa Kao, 2005. "Simulation-Based Two-Step Estimation with Endogenous Regressors," Center for Policy Research Working Papers 76, Center for Policy Research, Maxwell School, Syracuse University.
    46. Khalil, Umair & Yıldız, Neşe, 2022. "A test of the selection on observables assumption using a discontinuously distributed covariate," Journal of Econometrics, Elsevier, vol. 226(2), pages 423-450.
    47. Anja Lambrecht & Katja Seim & Catherine Tucker, 2011. "Stuck in the Adoption Funnel: The Effect of Interruptions in the Adoption Process on Usage," Marketing Science, INFORMS, vol. 30(2), pages 355-367, 03-04.
    48. Luiz de Mello & Mark A. Dutz, 2012. "Promoting Inclusive Growth : Challenges and Policies," World Bank Publications - Books, The World Bank Group, number 16948, December.
    49. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.

  12. Edward Vytlacil, 2006. "A Note on Additive Separability and Latent Index Models of Binary Choice: Representation Results," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 515-518, August.

    Cited by:

    1. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," SOI - Working Papers 0709, Socioeconomic Institute - University of Zurich.
    2. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    3. Klein, T.J., 2008. "Heterogeneous Treatment Effects : Instrumental Variables Without Monotonicity?," Other publications TiSEM e015611a-6b97-4cd5-8dc8-7, Tilburg University, School of Economics and Management.
    4. Donald S. Poskitt & Xueyan Zhao, 2023. "Bootstrap Hausdorff Confidence Regions for Average Treatment Effect Identified Sets," Monash Econometrics and Business Statistics Working Papers 9/23, Monash University, Department of Econometrics and Business Statistics.
    5. Yu-Chang Chen & Haitian Xie, 2020. "Global Representation of the Conditional LATE Model: A Separability Result," Papers 2007.08106, arXiv.org, revised Mar 2022.
    6. Alyssa Carlson, 2021. "Relaxing Conditional Independence in an Endogenous Binary Response Model," Working Papers 2113, Department of Economics, University of Missouri.
    7. Yu‐Chang Chen & Haitian Xie, 2022. "Global Representation of the Conditional LATE Model: A Separability Result," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 789-798, August.
    8. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    9. Zhewen Pan & Zhengxin Wang & Junsen Zhang & Yahong Zhou, 2024. "Marginal treatment effects in the absence of instrumental variables," Papers 2401.17595, arXiv.org.
    10. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc.
    11. Klein, T.J., 2010. "Heterogeneous treatment effects : Instrumental variables without monotonicity?," Other publications TiSEM 0ec85b01-ab6a-4c2a-9e23-1, Tilburg University, School of Economics and Management.
    12. Chen, Heng & Fan, Yanqin, 2019. "Identification and wavelet estimation of weighted ATE under discontinuous and kink incentive assignment mechanisms," Journal of Econometrics, Elsevier, vol. 212(2), pages 476-502.
    13. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
    14. Junlong Feng, 2019. "Matching Points: Supplementing Instruments with Covariates in Triangular Models," Papers 1904.01159, arXiv.org, revised Jul 2020.

  13. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
    See citations under working paper version above.
  14. Edward Vytlacil, 2006. "Ordered Discrete-Choice Selection Models and Local Average Treatment Effect Assumptions: Equivalence, Nonequivalence, and Representation Results," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 578-581, August.

    Cited by:

    1. Hoshino, Tadao & Yanagi, Takahide, 2023. "Treatment effect models with strategic interaction in treatment decisions," Journal of Econometrics, Elsevier, vol. 236(2).
    2. Christian Dippel & Robert Gold & Stephan Heblich & Rodrigo Pinto, 2017. "Instrumental Variables and Causal Mechanisms: Unpacking The Effect of Trade on Workers and Voters," NBER Working Papers 23209, National Bureau of Economic Research, Inc.
    3. Meghir, Costas & Rivkin, Steven, 2011. "Econometric Methods for Research in Education," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 1, pages 1-87, Elsevier.
    4. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    5. Yu-Chang Chen & Haitian Xie, 2020. "Global Representation of the Conditional LATE Model: A Separability Result," Papers 2007.08106, arXiv.org, revised Mar 2022.
    6. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute of Labor Economics (IZA).
    7. Yu‐Chang Chen & Haitian Xie, 2022. "Global Representation of the Conditional LATE Model: A Separability Result," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 789-798, August.
    8. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin.

  15. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
    See citations under working paper version above.
  16. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.

    Cited by:

    1. Calzolari, Giorgio & Di Pino, Antonino, 2009. "Individual wage and reservation wage: efficient estimation of a simultaneous equation model with endogenous limited dependent variables," MPRA Paper 22984, University Library of Munich, Germany.
    2. Battistin, Erich & Lamarche, Carlos & Rettore, Enrico, 2020. "Quantiles of the Gain Distribution of an Early Childhood Intervention," IZA Discussion Papers 13101, Institute of Labor Economics (IZA).
    3. Høgelund, Jan & Holm, Anders & McIntosh, James, 2010. "Does graded return-to-work improve sick-listed workers' chance of returning to regular working hours?," Journal of Health Economics, Elsevier, vol. 29(1), pages 158-169, January.
    4. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    5. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    6. Ruud Gerards & Joan Muysken & Riccardo Welters, 2014. "Active Labour Market Policy by a Profit-Maximizing Firm," British Journal of Industrial Relations, London School of Economics, vol. 52(1), pages 136-157, March.
    7. Renaud Bourlès & Anastasia Cozarenco & Dominique Henriet & Xavier Joutard, 2022. "Business Training with a Better-Informed Lender: Theory and Evidence from Microcredit in France," SciencePo Working papers Main halshs-03934370, HAL.
    8. Becher, Michael & Stegmueller, Daniel, 2019. "Cognitive Ability, Union Membership, and Voter Turnout," IAST Working Papers 19-97, Institute for Advanced Study in Toulouse (IAST).
    9. Maruyama, Shiko, 2015. "The effect of coresidence on parental health in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 35(C), pages 1-22.
    10. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    11. Gabriella Conti & James J. Heckman & Sergio Urzua, 2010. "Early endowments, education, and health," Working Papers 2011-001, Human Capital and Economic Opportunity Working Group.
    12. Huang, Bihong & Lian, Yujun & Li, Wensu, 2016. "How far is Chinese left-behind parents' health left behind?," China Economic Review, Elsevier, vol. 37(C), pages 15-26.
    13. Battistin, Erich & Lamarche, Carlos & Rettore, Enrico, 2020. "Quantiles of the Gain Distribution of an Early Child Intervention," CEPR Discussion Papers 14721, C.E.P.R. Discussion Papers.
    14. H. Lehmann & J. Kluve, 2008. "Assessing Active Labor Market Policies in Transition Economies," Working Papers 646, Dipartimento Scienze Economiche, Universita' di Bologna.
    15. Heckman, James J. & Pinto, Rodrigo, 2023. "Econometric Causality: The Central Role of Thought Experiments," IZA Discussion Papers 16646, Institute of Labor Economics (IZA).
    16. Mullahy, John, 2018. "Individual results may vary: Inequality-probability bounds for some health-outcome treatment effects," Journal of Health Economics, Elsevier, vol. 61(C), pages 151-162.
    17. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
    18. David Dean & John Pepper & Robert Schmidt & Steven Stern, 2014. "State vocational rehabilitation programs and federal disability insurance: an analysis of Virginia’s vocational rehabilitation program," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-19, December.
    19. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    20. Julien Bergeot & Roméo Fontaine, 2020. "The heterogeneous effect of retirement on informal care behavior," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1101-1116, October.
    21. Markussen, Simen & Røed, Knut, 2014. "The Impacts of Vocational Rehabilitation," IZA Discussion Papers 7892, Institute of Labor Economics (IZA).
    22. Anjana Susarla & Anitesh Barua, 2011. "Contracting Efficiency and New Firm Survival in Markets Enabled by Information Technology," Information Systems Research, INFORMS, vol. 22(2), pages 306-324, June.
    23. De Groote, Olivier & Declercq, Koen, 2018. "Tracking and specialization of high schools: heterogeneous effects of school choice," TSE Working Papers 18-958, Toulouse School of Economics (TSE), revised Jun 2020.
    24. McGuinness, Seamus & O'Connell, Philip J. & Kelly, Elish & Walsh, John R., 2011. "Activation in Ireland: An Evaluation of the National Employment Action Plan," Research Series, Economic and Social Research Institute (ESRI), number RS20, June.
    25. Robert LaLonde, 2004. "Should We Teach Old Dogs New Tricks? The Impact of Community College Retraining on Older Displaced Workers," Working Papers 0412, Harris School of Public Policy Studies, University of Chicago.
    26. Duncan McVicar & Jan M. Podivinsky, 2010. "Are Active Labour Market Programmes Least Effective Where They Are Most Needed? The Case of the British New Deal for Young People," Melbourne Institute Working Paper Series wp2010n16, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    27. Andrén, Daniela & Thomas, Andrén, 2009. "Starting Sick Leave on Part-Time as a Treatment Method?," Working Papers 2009:10, Örebro University, School of Business.
    28. Fiorini, Mario & Stevens, Katrien, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Working Papers 2021-01, University of Sydney, School of Economics.
    29. Alhassan Andani & John Baptist D. Jatoe & Ramatu M. Al-Hassan, 2022. "Production of Indigenous Food Crops: Implications for Children’s Nutritional Status of Farm Households in Northern Ghana," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(6), pages 2651-2665, December.
    30. Thomas Cornelissen & Christian Dustmann & Anna Raute & Uta Schönberg, 2018. "Who benefits from universal child care? Estimating marginal returns to early child care attendance," RF Berlin - CReAM Discussion Paper Series 1808, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
    31. McInnes, Melayne & Ozturk, Orgul & McDermott, Suzanne & Mann, Joshua, 2013. "Improved Targeting of Social Programs: An Application to a State Job Coaching Program for Adults with Intellectual Disabilities," MPRA Paper 51392, University Library of Munich, Germany.
    32. Markussen, Simen & Røed, Knut, 2014. "Leaving Poverty Behind? The Effects of Generous Income Support Paired with Activation," IZA Discussion Papers 8245, Institute of Labor Economics (IZA).
    33. Carneiro, Pedro & Lee, Sokbae, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," Journal of Econometrics, Elsevier, vol. 149(2), pages 191-208, April.
    34. Westlie, Lars, 2008. "Norwegian Vocational Rehabilitation Programs: Improving Employability and Preventing Disability?," Memorandum 24/2008, Oslo University, Department of Economics.
    35. Bach, Henning & Datta Gupta, Nabanita & Høgelund, Jan, 2007. "Employment Effects of Educational Measures for Work-Injured People," IZA Discussion Papers 2657, Institute of Labor Economics (IZA).
    36. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2010. "Measuring heterogeneity in the returns to education using an education reform," European Economic Review, Elsevier, vol. 54(4), pages 483-500, May.
    37. Holm, Anders & Høgelund, Jan & Gørtz, Mette & Rasmussen, Kristin Storck & Houlberg, Helle Sofie Bøje, 2017. "Employment effects of active labor market programs for sick-listed workers," Journal of Health Economics, Elsevier, vol. 52(C), pages 33-44.
    38. Helena Barnard & Robin Cowan & Moritz Müller, 2016. "On the value of foreign PhDs in the developing world: Training versus selection effects," Working Papers of BETA 2016-04, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    39. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    40. Magnac, Thierry & Pistolesi, Nicolas & Roux, Sébastien, 2013. "Post schooling human capital investments and the life cycle variance of earnings," IDEI Working Papers 765, Institut d'Économie Industrielle (IDEI), Toulouse.
    41. Burgess, Simon, 2016. "Human Capital and Education: The State of the Art in the Economics of Education," IZA Discussion Papers 9885, Institute of Labor Economics (IZA).
    42. Wang, Ye & Zhao, Xindong, 2022. "Grandparental childcare, maternal labor force participation, and the birth of a second child: Further knowledge from empirical analysis," Journal of Business Research, Elsevier, vol. 139(C), pages 762-770.
    43. Michelle Yin & Garima Siwach & Dajun Lin, 2023. "Vocational Rehabilitation Services and Labor Market Outcomes for Transition‐Age Youth with Disabilities in Maine," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(1), pages 166-197, January.
    44. John Mullahy, 2017. "Individual Results May Vary: Elementary Analytics of Inequality-Probability Bounds, with Applications to Health-Outcome Treatment Effects," NBER Working Papers 23603, National Bureau of Economic Research, Inc.
    45. Flesch, J. & Kuipers, J. & Mashiah-Yaakovi, A. & Schoenmakers, G. & Solan, E. & Vrieze, K., 2010. "Borel games with lower-semi-continuous payoffs," Research Memorandum 041, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
    46. Volpe Martincus, Christian & Carballo, Jerónimo, 2010. "Entering New Country and Product Markets: Does Export Promotion Help?," IDB Publications (Working Papers) 3172, Inter-American Development Bank.
    47. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    48. Louis Jacobson & Robert J. Lalonde & Daniel Sullivan, 2005. "The Impact of Community College Retraining on Older Displaced Workers: Should We Teach Old Dogs New Tricks?," ILR Review, Cornell University, ILR School, vol. 58(3), pages 398-415, April.
    49. Kai Rehwald & Michael Rosholm & Bénédicte Rouland, 2015. "Does Activating Sick-Listed Workers Work? Evidence from a Randomized Experiment," Working Papers hal-01228454, HAL.
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    93. Paul. B. Kenfac Dongmezo & P. N. Mwita & I. R. Kamga Tchwaket, 2018. "Distributive and Quantile Treatment Effects: Imputation Based Estimators Approach," Journal of Statistical and Econometric Methods, SCIENPRESS Ltd, vol. 7(2), pages 1-3.
    94. John C. Ham & Serkan Ozbeklik & Lara D. Shore-Sheppard, 2014. "Estimating Heterogeneous Takeup and Crowd-Out Responses to Existing Medicaid Income Limits and their Nonmarginal Expansions," Journal of Human Resources, University of Wisconsin Press, vol. 49(4), pages 872-905.
    95. Ekhaugen, Tyra, 2007. "Long-term Outcomes of Vocational Rehabilitation Programs: Labor Market Transitions and Job Durations for Immigrants," Memorandum 10/2007, Oslo University, Department of Economics.
    96. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    97. Miguel Angel Malo & Fernando Muñoz-Bullón, 2006. "Employment promotion measures and the quality of the job match for persons with disabilities," Hacienda Pública Española / Review of Public Economics, IEF, vol. 179(4), pages 79-111, September.
    98. Richard Dorsett & Lucy Stokes, 2022. "Pre‐apprenticeship training for young people: Estimating the marginal and average treatment effects," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(1), pages 37-60, January.
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    100. Melain Modeste Senou & Julius Manda, 2022. "Access to finance and rural youth entrepreneurship in Benin: Is there a gender gap?," African Development Review, African Development Bank, vol. 34(1), pages 29-41, March.
    101. Kaelab K. Haile & Eleonora Nillesen & Nyasha Tirivayi, 2019. "Impact of Formal Climate Risk Transfer Mechanisms on Risk-Aversion: Empirical Evidence from Rural Ethiopia," CESifo Working Paper Series 7717, CESifo.
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    See citations under working paper version above.
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    3. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
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    6. Tarek Azzam & Michael Bates & David Fairris, 2020. "Do Learning Communities Increase First Year College Retention? Testing Sample Selection and External Validity of Randomized Control Trials," Working Papers 202022, University of California at Riverside, Department of Economics, revised Jul 2020.
    7. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
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    31. Stoye, Jörg, 2012. "Minimax regret treatment choice with covariates or with limited validity of experiments," Journal of Econometrics, Elsevier, vol. 166(1), pages 138-156.
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    33. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
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    37. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    38. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.
    39. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc.
    40. Clément de Chaisemartin & Xavier d'Haultfoeuille, 2014. "Fuzzy Changes-in-Changes," Working Papers 2014-18, Center for Research in Economics and Statistics.
    41. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," SOI - Working Papers 0709, Socioeconomic Institute - University of Zurich.
    42. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    43. W. Bentley MacLeod, 2017. "Viewpoint: The human capital approach to inference," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 50(1), pages 5-39, February.
    44. Le-Yu Chen, 2009. "Identification of structural dynamic discrete choice models," CeMMAP working papers CWP08/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    45. Blaise Melly und Kaspar W thrich, 2016. "Local quantile treatment effects," Diskussionsschriften dp1605, Universitaet Bern, Departement Volkswirtschaft.
    46. Pedro Carneiro & James Heckman & Edward Vytlacil, 2009. "Evaluating marginal policy changes and the average effect of treatment for individuals at the margin," CeMMAP working papers CWP21/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    47. Bodory, Hugo & Huber, Martin, 2018. "The causalweight package for causal inference in R," FSES Working Papers 493, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
    48. Machado, Cecilia, 2012. "Selection, Heterogeneity and the Gender Wage Gap," IZA Discussion Papers 7005, Institute of Labor Economics (IZA).
    49. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
    50. Martin Huber & Giovanni Mellace, 2014. "Testing exclusion restrictions and additive separability in sample selection models," Empirical Economics, Springer, vol. 47(1), pages 75-92, August.
    51. De Groote, Olivier & Declercq, Koen, 2018. "Tracking and specialization of high schools: heterogeneous effects of school choice," TSE Working Papers 18-958, Toulouse School of Economics (TSE), revised Jun 2020.
    52. Card, David & Lee, David S. & Pei, Zhuan & Weber, Andrea, 2015. "Inference on Causal Effects in a Generalized Regression Kink Design," IZA Discussion Papers 8757, Institute of Labor Economics (IZA).
    53. Michael P. Leung, 2024. "Causal Interpretation of Estimands Defined by Exposure Mappings," Papers 2403.08183, arXiv.org, revised Mar 2024.
    54. Zhuan Pei & David Card & David S. Lee & Andrea Weber, 2012. "Nonlinear Policy Rules and the Identification and Estimation of Causal Effects in a Generalized Regression Kink Design," Working Papers 60, Brandeis University, Department of Economics and International Business School.
    55. Dan Black & Joonhwi Joo & Robert LaLonde & Jeffrey Smith & Evan Taylor, 2020. "Simple Tests for Selection: Learning More from Instrumental Variables," Working Papers 2020-048, Human Capital and Economic Opportunity Working Group.
    56. Hideo Akabayashi & TIm Ruberg & Chizuru Shikishima & Jun Yamashita, 2023. "Education-Oriented and Care-Oriented Preschools:Implications on Child Development," Keio-IES Discussion Paper Series 2023-009, Institute for Economics Studies, Keio University.
    57. Erich Battistin & Michele De Nadai & Daniela Vuri, 2014. "Counting Rotten Apples: Student Achievement and Score Manipulation in Italian Elementary Schools," CEIS Research Paper 329, Tor Vergata University, CEIS, revised 08 Sep 2014.
    58. Tafti, Elena Ashtari, 2023. "Technology, Skills, and Performance: The Case of Robots in Surgery," CINCH Working Paper Series (since 2020) 78746, Duisburg-Essen University Library, DuEPublico.
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    60. Santiago Acerenza & Vitor Possebom & Pedro H. C. Sant'Anna, 2023. "Was Javert right to be suspicious? Unpacking treatment effect heterogeneity of alternative sentences on time-to-recidivism in Brazil," Papers 2311.13969, arXiv.org, revised Jan 2024.
    61. Luc Behaghel & Bruno Crépon & Marc Gurgand & Thomas Le Barbanchon, 2015. "Please Call Again: Correcting Nonresponse Bias in Treatment Effect Models," PSE-Ecole d'économie de Paris (Postprint) halshs-01245539, HAL.
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    54. Ondrej Rydval, 2012. "The Causal Effect of Cognitive Abilities on Economic Behavior: Evidence from a Forecasting Task with Varying Cognitive Load," CERGE-EI Working Papers wp457, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    55. Taylor, Matthew P., 2016. "Are high-ability individuals really more tolerant of risk? A test of the relationship between risk aversion and cognitive ability," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 63(C), pages 136-147.
    56. Robert Kaestner, 2009. "Adolescent Cognitive and Non-cognitive Correlates of Adult Health," NBER Working Papers 14924, National Bureau of Economic Research, Inc.
    57. Huang, Ying, 2012. "an econometric study of the impact of economic variables on adult obesity and food assistance program participation in the NLSY panel," ISU General Staff Papers 201201010800003717, Iowa State University, Department of Economics.
    58. Juan M. Benito-Ostolaza & Penélope Hernández & Juan A. Sanchis-Llopis, 2015. "Are individuals with higher cognitive ability expected to play more strategically?," Working Papers 1507, Department of Applied Economics II, Universidad de Valencia.
    59. Lundborg, Petter & Nystedt, Paul & Rooth, Dan-Olof, 2010. "No Country for Fat Men? Obesity, Earnings, Skills, and Health among 450,000 Swedish Men," IZA Discussion Papers 4775, Institute of Labor Economics (IZA).
    60. Seim, David, 2019. "On the incidence and effects of job displacement: Evidence from Sweden," Labour Economics, Elsevier, vol. 57(C), pages 131-145.
    61. Zhang, Yi & Kumar, Sanjay & Huang, Xianhai & Yuan, Yiming, 2023. "Human capital quality and the regional economic growth: Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
    62. Slade, Eric P. & Wissow, Lawrence S., 2007. "The influence of childhood maltreatment on adolescents' academic performance," Economics of Education Review, Elsevier, vol. 26(5), pages 604-614, October.
    63. Eleanor Wiske Dillon & Jeffrey Andrew Smith, 2017. "Determinants of the Match between Student Ability and College Quality," Journal of Labor Economics, University of Chicago Press, vol. 35(1), pages 45-66.
    64. Burnham, Terence C. & Cesarini, David & Johannesson, Magnus & Lichtenstein, Paul & Wallace, Björn, 2009. "Higher cognitive ability is associated with lower entries in a p-beauty contest," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 171-175, October.
    65. Benito-Ostolaza, Juan M. & Hernández, Penélope & Sanchis-Llopis, Juan A., 2016. "Do individuals with higher cognitive ability play more strategically?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 64(C), pages 5-11.
    66. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University.
    67. Maria Cubel & Ana Nuevo-Chiquero & Santiago Sanchez-Pages & Marian Vidal-Fernandez, 2014. "Do Personality Traits Affect Productivity? Evidence from the Lab," Working Papers 2014012, The University of Sheffield, Department of Economics.
    68. Hynsjö, Disa & Damon, Amy, 2016. "Bilingual education in Peru: Evidence on how Quechua-medium education affects indigenous children's academic achievement," Economics of Education Review, Elsevier, vol. 53(C), pages 116-132.
    69. Falk, Armin & Dohmen, Thomas J & Sunde, Uwe & Huffman, David, 2008. "Are Risk Aversion and Impatience Related to Cognitive Ability?," CEPR Discussion Papers 6852, C.E.P.R. Discussion Papers.
    70. Anne Hilger & Christophe Jalil Nordman & Leopold R. Sarr, 2018. "Cognitive and non-cognitive skills, hiring channels, and wages in Bangladesh," Working Papers DT/2018/11, DIAL (Développement, Institutions et Mondialisation).
    71. Chung, Anna, 2008. "The Choice of For-Profit College," MPRA Paper 18971, University Library of Munich, Germany, revised Nov 2009.
    72. Heineck, Guido, 2011. "Do your brains help you out of unemployment?," Economics Letters, Elsevier, vol. 111(1), pages 34-36, April.
    73. Silke Anger & Guido Heineck, 2010. "Cognitive abilities and earnings - first evidence for Germany," Applied Economics Letters, Taylor & Francis Journals, vol. 17(7), pages 699-702.
    74. Pietro Biroli, 2017. "Health and Skill Formation in Early Childhood," CHILD Working Papers Series 52 JEL Classification: J2, Centre for Household, Income, Labour and Demographic Economics (CHILD) - CCA.
    75. Melinda Petre, 2018. "Are Employers Omniscient? Employer Learning About Cognitive and Noncognitive Skills," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(3), pages 323-360, July.
    76. Eleanor Brown & Rosanna Smart, 2007. "Racial Differences in Civic Participation and Charitable Giving: The Confounding Effects of Educational Attainment and Unmeasured Ability," The Review of Black Political Economy, Springer;National Economic Association, vol. 34(3), pages 259-271, December.
    77. Kamal, Mustafa & Blacklow, Paul, 2021. "Attitudes to gender and personality in the Australian gender wage gap," Working Papers 2021-07, University of Tasmania, Tasmanian School of Business and Economics.
    78. Gustavo Yamada & Pablo Lavado & Ana Paula Franco & Emilia Abusada, 2016. "First impressions matter for life: the contribution of skills for the firt job," Working Papers 16-13, Centro de Investigación, Universidad del Pacífico.
    79. Jeremy Verlinda, 2006. "A comparison of two common approaches for estimating marginal effects in binary choice models," Applied Economics Letters, Taylor & Francis Journals, vol. 13(2), pages 77-80.
    80. Egger, Hartmut & Grossmann, Volker, 2004. "Noncognitive Abilities and Within-Group Wage Inequality," IZA Discussion Papers 1024, Institute of Labor Economics (IZA).
    81. María F. Prada & Sergio S. Urzúa, 2014. "One Size does not Fit All: Multiple Dimensions of Ability, College Attendance and Wages," NBER Working Papers 20752, National Bureau of Economic Research, Inc.
    82. Maria Cubel & Ana Nuevo‐Chiquero & Santiago Sanchez‐Pages & Marian Vidal‐Fernandez, 2016. "Do Personality Traits Affect Productivity? Evidence from the Laboratory," Economic Journal, Royal Economic Society, vol. 0(592), pages 654-681, May.
    83. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," NBER Working Papers 12006, National Bureau of Economic Research, Inc.
    84. Eliasson, Kent, 2006. "The Role of Ability in Estimating the Returns to College Choice: New Swedish Evidence," Umeå Economic Studies 691, Umeå University, Department of Economics.
    85. Myoung-Jae Lee & Chun Seng Yip, 2005. "Non-market Leadership Experience and Labor Market Success : Evidence From Military Rank," Labor Economics Working Papers 22464, East Asian Bureau of Economic Research.
    86. Daniel J. Benjamin & Sebastian A. Brown & Jesse M. Shapiro, 2013. "Who Is ‘Behavioral’? Cognitive Ability And Anomalous Preferences," Journal of the European Economic Association, European Economic Association, vol. 11(6), pages 1231-1255, December.
    87. Tosun, Mehmet Serkan, 2008. "Endogenous fiscal policy and capital market transmissions in the presence of demographic shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 32(6), pages 2031-2060, June.
    88. Burnham, Terence C. & Cesarini, David & Wallace, Björn & Johannesson, Magnus & Lichtenstein, Paul, 2007. "Billiards and Brains: Cognitive Ability and Behavior in a p-Beauty Contest," SSE/EFI Working Paper Series in Economics and Finance 684, Stockholm School of Economics.
    89. László Czaller & Zoltán Hermann, 2022. "Return to skills and urban size: Evidence from the skill requirements of Hungarian firms," CERS-IE WORKING PAPERS 2205, Institute of Economics, Centre for Economic and Regional Studies.
    90. Speer, Jamin D., 2017. "The gender gap in college major: Revisiting the role of pre-college factors," Labour Economics, Elsevier, vol. 44(C), pages 69-88.
    91. Blázquez, Maite & Herrarte, Ainhoa & Llorente-Heras, Raquel, 2018. "Competencies, occupational status, and earnings among European university graduates," Economics of Education Review, Elsevier, vol. 62(C), pages 16-34.
    92. Bastani, Spencer & Karlsson, Kristina & Waldenström, Daniel, 2023. "The Different Returns to Cognitive Ability in the Labor and Capital Markets," Working Paper Series 1459, Research Institute of Industrial Economics.
    93. Haaland, Venke Furre, 2013. "The Lost Generation: Effects of Youth Labor Market Opportunities on Long-Term Labor Market Outcomes," UiS Working Papers in Economics and Finance 2013/8, University of Stavanger.
    94. Dan Black & Jeffrey Smith & Kermit Daniel, 2005. "College Quality and Wages in the United States," German Economic Review, Verein für Socialpolitik, vol. 6(3), pages 415-443, August.
    95. David Seim, 2012. "Job displacement and labor market outcomes by skill level," Bank of Estonia Working Papers wp2012-4, Bank of Estonia.
    96. Owen O'Donnell & Eddy Van Doorslaer & Tom Van Ourti, 2013. "Health and Inequality," Tinbergen Institute Discussion Papers 13-170/V, Tinbergen Institute.
    97. Carmit Segal, 2008. "Classroom Behavior," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    98. Antoni, Manfred, 2011. "Lifelong learning inequality? The relevance of family background for on-the-job training," IAB-Discussion Paper 201109, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    99. Marks, Gary N., 2022. "Cognitive ability has powerful, widespread and robust effects on social stratification: Evidence from the 1979 and 1997 US National Longitudinal Surveys of Youth," Intelligence, Elsevier, vol. 94(C).
    100. Emma Boswell Dean & Frank Schilbach & Heather Schofield, 2017. "Poverty and Cognitive Function," NBER Chapters, in: The Economics of Poverty Traps, pages 57-118, National Bureau of Economic Research, Inc.
    101. Elise Neubourg & Lex Borghans & Karien Coppens & Maria Jansen, 2018. "Explaining Children’s Life Outcomes: Parental Socioeconomic Status, Intelligence and Neurocognitive Factors in a Dynamic Life Cycle Model," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 11(5), pages 1495-1513, October.
    102. Petter Lundborg & Paul Nystedt & Dan-Olof Rooth, 2014. "Body Size, Skills, and Income: Evidence From 150,000 Teenage Siblings," Demography, Springer;Population Association of America (PAA), vol. 51(5), pages 1573-1596, October.
    103. Alexandria Valerio & Katia Herrera-Sosa & Sebastian Monroy-Taborda & Dandan Chen, 2015. "Armenia Skills toward Employment and Productivity," World Bank Publications - Reports 25199, The World Bank Group.
    104. Chan, Kwok Ho & Fung, Ka Wai Terence, 2018. "The effect of social fathers on the cognitive skills of out-of-wedlock children in the U.S," Economics & Human Biology, Elsevier, vol. 28(C), pages 146-159.
    105. Anton Flossmann, 2010. "Accounting for missing data in M-estimation: a general matching approach," Empirical Economics, Springer, vol. 38(1), pages 85-117, February.
    106. Tyler, John H., 2004. "Basic skills and the earnings of dropouts," Economics of Education Review, Elsevier, vol. 23(3), pages 221-235, June.
    107. Abufhele, Alejandra & Bravo, David & López Bóo, Florencia & Soto-Ramirez, Pamela, 2022. "Developmental Losses in Young Children from Pre-primary Program Closures during the COVID-19 Pandemic," IZA Discussion Papers 15179, Institute of Labor Economics (IZA).
    108. Maria Antonella Mancino & Salvador Navarro & David A. Rivers, 2015. "Separating State Dependence, Experience, and Heterogeneity in a Model of Youth Crime and Education," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20151, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    109. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Antagonistic Managers, Careless Workers and Extraverted Salespeople: An Examination of Personality in Occupational Choice," IZA Discussion Papers 4193, Institute of Labor Economics (IZA).
    110. Pankaj C. Patel & Yoav Ganzach, 2019. "Returns to balance in cognitive skills for the self-employed: evidence from 18 countries," Small Business Economics, Springer, vol. 52(1), pages 89-109, January.
    111. C. Dannemann & Erkan Goeren, 2018. "The Educational Burden of ADHD: Evidence From Student Achievement Test Scores," Working Papers V-408-18, University of Oldenburg, Department of Economics, revised Apr 2018.
    112. Jabłoński Marek, 2019. "Interdependence Among Creativity, Education, and Job Experience: A Municipal Company in Poland," Journal of Management and Business Administration. Central Europe, Sciendo, vol. 27(4), pages 48-70, December.
    113. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," SciencePo Working papers Main hal-04067399, HAL.
    114. Boschini, Anne, 2003. "The impact of gender stereotypes on economic growth," Research Papers in Economics 2003:4, Stockholm University, Department of Economics.
    115. Dan A. Black & Jeffrey A. Smith, 2006. "Estimating the Returns to College Quality with Multiple Proxies for Quality," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 701-728, July.
    116. Venke Furre Haaland & Mari Rege & Mark Votruba, 2013. "Nobody Home: The Effect of Maternal Labor Force Participation on Long-Term Child Outcomes," CESifo Working Paper Series 4495, CESifo.
    117. Bastani, Spencer & Karlsson, Kristina & Waldenström, Daniel, 2023. "The different returns to cognitive ability in the labor and capital markets," Working Paper Series 2023:8, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    118. Ingram, Beth F. & Neumann, George R., 2006. "The returns to skill," Labour Economics, Elsevier, vol. 13(1), pages 35-59, February.
    119. World Bank & National Research University – Higher School of Economics, 2013. "Developing Skills for Innovative Growth in the Russian Federation," World Bank Publications - Reports 16100, The World Bank Group.

  22. Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January.

    Cited by:

    1. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    2. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    3. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    4. Abbring, Jaap H., 2003. "Dynamic Econometric Program Evaluation," IZA Discussion Papers 804, Institute of Labor Economics (IZA).
    5. Dionissi Aliprantis, 2012. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Working Papers (Old Series) 1122R, Federal Reserve Bank of Cleveland.
    6. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    7. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    8. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    9. Dionissi Aliprantis, 2012. "Redshirting, Compulsory Schooling Laws, and Educational Attainment," Journal of Educational and Behavioral Statistics, , vol. 37(2), pages 316-338, April.
    10. Bhat, Chandra R. & Eluru, Naveen, 2009. "A copula-based approach to accommodate residential self-selection effects in travel behavior modeling," Transportation Research Part B: Methodological, Elsevier, vol. 43(7), pages 749-765, August.
    11. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    12. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    13. McInnes, Melayne & Ozturk, Orgul & McDermott, Suzanne & Mann, Joshua, 2013. "Improved Targeting of Social Programs: An Application to a State Job Coaching Program for Adults with Intellectual Disabilities," MPRA Paper 51392, University Library of Munich, Germany.
    14. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February.
    15. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    16. Stephen L. Morgan & David J. Harding, 2006. "Matching Estimators of Causal Effects," Sociological Methods & Research, , vol. 35(1), pages 3-60, August.
    17. Mingliang Li & Dale J. Poirier & Justin L. Tobias, 2004. "Do dropouts suffer from dropping out? Estimation and prediction of outcome gains in generalized selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 203-225.
    18. Das, M., 2003. "Identification and sequential estimation of panel data models with insufficient exclusion restrictions," Journal of Econometrics, Elsevier, vol. 114(2), pages 297-328, June.
    19. Silke Hüttel & Simon Jetzinger & Martin Odening, 2014. "Forced Sales and Farmland Prices," Land Economics, University of Wisconsin Press, vol. 90(3), pages 395-410.
    20. Lavieri, Patrícia S. & Dai, Qichun & Bhat, Chandra R., 2018. "Using virtual accessibility and physical accessibility as joint predictors of activity-travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 527-544.
    21. Klein, T.J., 2008. "Heterogeneous Treatment Effects : Instrumental Variables Without Monotonicity?," Other publications TiSEM e015611a-6b97-4cd5-8dc8-7, Tilburg University, School of Economics and Management.
    22. Bhat, Chandra R. & Astroza, Sebastian & Sidharthan, Raghuprasad & Alam, Mohammad Jobair Bin & Khushefati, Waleed H., 2014. "A joint count-continuous model of travel behavior with selection based on a multinomial probit residential density choice model," Transportation Research Part B: Methodological, Elsevier, vol. 68(C), pages 31-51.
    23. Kuckulenz Anja & Maier Michael, 2006. "Heterogeneous Returns to Training: An Analysis with German Data Using Local Instrumental Variables," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(1), pages 24-40, February.
    24. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    25. Aakvik, Arild & Holmas, Tor Helge & Kjerstad, Egil, 2003. "A low-key social insurance reform--effects of multidisciplinary outpatient treatment for back pain patients in Norway," Journal of Health Economics, Elsevier, vol. 22(5), pages 747-762, September.
    26. Fernando Barceinas, 2003. "Endogeneidad y rendimientos de la educación," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 18(1), pages 79-131.
    27. Bhat, Chandra R., 2015. "A new generalized heterogeneous data model (GHDM) to jointly model mixed types of dependent variables," Transportation Research Part B: Methodological, Elsevier, vol. 79(C), pages 50-77.
    28. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," Annals of Economics and Statistics, GENES, issue 91-92, pages 151-174.
    29. Brian Krogh Graversen & Peter Jensen, 2010. "A Reappraisal of the Virtues of Private Sector Employment Programmes," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(3), pages 546-569, September.
    30. Heckman, James J. & Navarro, Salvador, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," IZA Discussion Papers 768, Institute of Labor Economics (IZA).
    31. Paxton, Julia & Thraen, Cameron, 2003. "An application of Mean-Covariance Structure Models for the analysis of group lending behavior," Journal of Policy Modeling, Elsevier, vol. 25(9), pages 863-868, December.
    32. Das, M., 2005. "Instrumental variables estimators of nonparametric models with discrete endogenous regressors," Journal of Econometrics, Elsevier, vol. 124(2), pages 335-361, February.
    33. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York.
    34. Hui Wang & Shu Xu, 2022. "Heterogeneity Effect of Corporate Financialization on Total Factor Productivity," Sustainability, MDPI, vol. 14(11), pages 1-17, May.
    35. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    36. Ismail, Ramlee, 2007. "The Impact of Schooling Reform on Returns to Education in Malaysia," MPRA Paper 15021, University Library of Munich, Germany, revised 29 Jan 2008.
    37. Carolyn Heinrich & Jeffrey Wenger, 2002. "The Economic Contributions of James J. Heckman and Daniel L. McFadden," Review of Political Economy, Taylor & Francis Journals, vol. 14(1), pages 69-89.
    38. Daniel Polsky & Anirban Basu, 2012. "Selection Bias in Observational Data," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 46, Edward Elgar Publishing.
    39. Anirban Basu & James J. Heckman & Salvador Navarro‐Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self‐selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157, November.
    40. James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
    41. Tobias, Justin, 2006. "Estimation, Learning and Parameters of Interest in a Multiple Outcome Selection Model," Staff General Research Papers Archive 12480, Iowa State University, Department of Economics.
    42. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.
    43. Yang, Juan & Qiu, Muyuan, 2016. "The impact of education on income inequality and intergenerational mobility," China Economic Review, Elsevier, vol. 37(C), pages 110-125.
    44. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.
    45. Klein, T.J., 2010. "Heterogeneous treatment effects : Instrumental variables without monotonicity?," Other publications TiSEM 0ec85b01-ab6a-4c2a-9e23-1, Tilburg University, School of Economics and Management.
    46. Jiachun Xie & Xingxu Li & Songsak Sriboonchitta & Shihti Yu, 2013. "Policy evaluation of rural labor force training program: Evidence from autonomous minority nationality areas in Southwestern frontier region of China," The Empirical Econometrics and Quantitative Economics Letters, Faculty of Economics, Chiang Mai University, vol. 2(3), pages 27-36, September.
    47. Asmussen, Katherine E. & Mondal, Aupal & Bhat, Chandra R. & Pendyala, Ram M., 2023. "On modeling future workplace location decisions: An analysis of Texas employees," Transportation Research Part A: Policy and Practice, Elsevier, vol. 172(C).
    48. Poeschel, Friedrich, 2014. "Assignment vs. choice: lessons from training vouchers," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100606, Verein für Socialpolitik / German Economic Association.
    49. Erin E. Smith, 2019. "Are Antitakeover Amendments Good for Shareholders? Evidence from the Adoption of Antitakeover Provisions in the Post-SOX Era," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 9(04), pages 1-40, December.

  23. John Cawley & James Heckman & Edward Vytlacil, 1999. "On Policies To Reward The Value Added By Educators," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 720-727, November.

    Cited by:

    1. Susanne Schennach & James Heckman & Flavio Cunha, 2007. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," 2007 Meeting Papers 973, Society for Economic Dynamics.
    2. Ooghe, Erwin & Schokkaert, Erik, 2013. "School Accountability: Can We Reward Schools and Avoid Pupil Selection?," IZA Discussion Papers 7420, Institute of Labor Economics (IZA).
    3. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    4. Pedro Carneiro & James J. Heckman & Dimitriy V. Masterov, 2003. "Labor Market Discrimination and Racial Differences in Premarket Factors," NBER Working Papers 10068, National Bureau of Economic Research, Inc.
    5. Alan B. Krueger & Diane M. Whitmore, 2001. "Would Smaller Classes Help Close the Black-White Achievement Gap?," Working Papers 830, Princeton University, Department of Economics, Industrial Relations Section..
    6. Kertesi, Gábor & Kézdi, Gábor, 2009. "Általános iskolai szegregáció Magyarországon az ezredforduló után [Primary school segregation in Hungary at the turn of the century]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(11), pages 959-1000.
    7. Domicolo, Carly & Nielsen, Eric, 2022. "Male–female achievement variance comparisons are not robust," Economics Letters, Elsevier, vol. 220(C).
    8. James Heckman, 2011. "Policies to foster human capital," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 3, pages 73-137.
    9. Borghans, L. & Golsteyn, B.H.H. & Heckman, James & Humphries, John Eric, 2011. "Identification problems in personality psychology," Research Memorandum 025, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
    10. Mototsugu Fukushige & Hideo Yunoue, 2006. "Valuing Medical Schools in Japan: National versus Private Universities," Discussion Papers in Economics and Business 06-02, Osaka University, Graduate School of Economics.
    11. James J. Heckman & Jin Zhou, 2022. "Measuring Knowledge and Learning," NBER Working Papers 29990, National Bureau of Economic Research, Inc.
    12. Koop, Gary M & Poirier, Dale J & Tobias, Justin, 2005. "Semiparametric Bayesian Inference in Multiple Equation Models," Staff General Research Papers Archive 12009, Iowa State University, Department of Economics.
    13. Gadi Barlevy & Derek Neal, 2009. "Pay for percentile," Working Paper Series WP-09-09, Federal Reserve Bank of Chicago.
    14. James J. Heckman & Dimitriy V. Masterov, 2005. "Allander Series: Skill Policies for Scotland," NBER Working Papers 11032, National Bureau of Economic Research, Inc.
    15. James Heckman & Pedro Carneiro, 2003. "Human Capital Policy," NBER Working Papers 9495, National Bureau of Economic Research, Inc.
    16. Nirav Mehta, 2017. "Targeting the Wrong Teachers? Linking Measurement with Theory to Evaluate Teacher Incentive Schemes," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20171, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    17. Comin, Diego & Cirera, Xavi & Cruz, Marcio & Lee, Kyung Min, 2020. "Anatomy of Technology in the Firm," CEPR Discussion Papers 15427, C.E.P.R. Discussion Papers.
    18. Koop, Gary M & Tobias, Justin, 2006. "Semiparametric Bayesian Inference in Smooth Coefficient Models," Staff General Research Papers Archive 12202, Iowa State University, Department of Economics.
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    24. Yunker, James A., 2005. "The dubious utility of the value-added concept in higher education: the case of accounting," Economics of Education Review, Elsevier, vol. 24(3), pages 355-367, June.
    25. Elizabeth Webster & Mark Wooden & Gary Marks, 2004. "Reforming the Labour Market for Australian Teachers," Melbourne Institute Working Paper Series wp2004n28, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    26. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).

  24. James Heckman & Edward Vytlacil, 1998. "Instrumental Variables Methods for the Correlated Random Coefficient Model: Estimating the Average Rate of Return to Schooling When the Return is Correlated with Schooling," Journal of Human Resources, University of Wisconsin Press, vol. 33(4), pages 974-987.

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    4. Pohlmeier, Winfried & Pfeiffer, Friedhelm & Maier, Michael, 2004. "Returns to Education and Individual Heterogeneity," ZEW Discussion Papers 04-34, ZEW - Leibniz Centre for European Economic Research.
    5. Belzil, Christian, 2007. "Testing the Specification of the Mincer Wage Equation," IZA Discussion Papers 2650, Institute of Labor Economics (IZA).
    6. Gordon Dahl, 2010. "Early teen marriage and future poverty," Demography, Springer;Population Association of America (PAA), vol. 47(3), pages 689-718, August.
    7. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    8. Giuseppe Migali & Ian Walker, 2011. "Estimates of the causal effects of education on earnings over the lifecycle with cohort effects and endogenous education," Working Papers 2248796, Lancaster University Management School, Economics Department.
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    10. James J. Heckman, 2001. "Micro Data, Heterogeneity, and the Evaluation of Public Policy: Nobel Lecture," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 673-748, August.
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    16. Mwabu, Germano, 2008. "The Production of Child Health in Kenya: A Structural Model of Birth Weight," Working Papers 52, Yale University, Department of Economics.
    17. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2008. "Earnings Functions And Rates Of Return," Working Papers 200831, Geary Institute, University College Dublin.
    18. Xavier D'Haultfoeuille & Stefan Hoderlein & Yuya Sasaki, 2013. "Nonlinear Difference-in-Differences in Repeated Cross Sections with Continuous Treatments," Boston College Working Papers in Economics 839, Boston College Department of Economics.
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    39. Stefan Hoderlein & Hajo Holzmann & Alexander Meister, 2015. "The triangular model with random coefficients," CeMMAP working papers 33/15, Institute for Fiscal Studies.
    40. Thomas Lemieux, 2014. "Occupations, fields of study and returns to education," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 47(4), pages 1047-1077, November.
    41. Christophe Kolodziejczyk, 2006. "Retirement and Fixed Costs to Work: An Empirical Analysis," CAM Working Papers 2006-09, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics.
    42. Christian Belzil & Marco Leonardi, 2006. "Can Risk Aversion Explain Schooling Attainments? Evidence From Italy," Working Papers 0607, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
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    45. Germano Mwabu, 2008. "The Production of Child Health in Kenya: A Structural Model of Birth Weight," Working Papers 963, Economic Growth Center, Yale University.
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Chapters

  1. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast their Effects in New," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 71, Elsevier.

    Cited by:

    1. James J. Heckman & Petra E. Todd, 2009. "A note on adapting propensity score matching and selection models to choice based samples," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 230-234, January.
    2. Simon Freyaldenhoven & Christian Hansen & Jesse M. Shapiro, 2019. "Pre-event Trends in the Panel Event-Study Design," American Economic Review, American Economic Association, vol. 109(9), pages 3307-3338, September.
    3. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    4. Dong, Lei & Du, Rui & Kahn, Matthew & Ratti, Carlo & Zheng, Siqi, 2021. "“Ghost cities” versus boom towns: Do China's high-speed rail new towns thrive?," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    5. Stefan Hoderlein & Yuya Sasaki, 2013. "Outcome Conditioned Treatment Effects," Boston College Working Papers in Economics 840, Boston College Department of Economics.
    6. García, Jorge Luis & Heckman, James J., 2022. "Parenting Promotes Social Mobility Within and Across Generations," IZA Discussion Papers 15672, Institute of Labor Economics (IZA).
    7. Susanne Schennach & James Heckman & Flavio Cunha, 2007. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," 2007 Meeting Papers 973, Society for Economic Dynamics.
    8. Becher, Michael & Stegmueller, Daniel, 2019. "Cognitive Ability, Union Membership, and Voter Turnout," IAST Working Papers 19-97, Institute for Advanced Study in Toulouse (IAST).
    9. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, University of Chicago Press, vol. 5(2), pages 250-280, Spring.
    10. Dehejia, Rajeev & Pop-Eleches, Cristian & Samii, Cyrus, 2015. "From Local to Global: External Validity in a Fertility Natural Experiment," IZA Discussion Papers 9300, Institute of Labor Economics (IZA).
    11. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    12. Elahi, Ehsan & Khalid, Zainab & Tauni, Muhammad Zubair & Zhang, Hongxia & Lirong, Xing, 2022. "Extreme weather events risk to crop-production and the adaptation of innovative management strategies to mitigate the risk: A retrospective survey of rural Punjab, Pakistan," Technovation, Elsevier, vol. 117(C).
    13. Heckman, James J. & Schmierer, Daniel, 2010. "Tests of hypotheses arising in the correlated random coefficient model," Economic Modelling, Elsevier, vol. 27(6), pages 1355-1367, November.
    14. Akabayashi, Hideo & Ruberg, Tim & Shikishima, Chizuru & Yamashita, Jun, 2023. "Education-oriented and care-oriented preschools: Implications on child development," Labour Economics, Elsevier, vol. 84(C).
    15. Semih Tumen & Tugba Zeydanli, 2013. "Day-of-the-Week Effects in Subjective Well-Being : Does Selectivity Matter?," Working Papers 1338, Research and Monetary Policy Department, Central Bank of the Republic of Turkey.
    16. Tarjei Havnes & Magne Mogstad, 2014. "Is universal child care leveling the playing field?," Discussion Papers 774, Statistics Norway, Research Department.
    17. Livini Donath & Oliver Morrissey & Trudy Owens, 2021. "Does the pay period matter in estimating returns to schooling? Evidence from East Africa," Discussion Papers 2021-01, University of Nottingham, CREDIT.
    18. Steven N. Durlauf & Chao Fu & Salvador Navarro, 2011. "Capital Punishment and Deterrence: Understanding Disparate Results," Working Papers 2012-005, Human Capital and Economic Opportunity Working Group.
    19. Ivan A. Canay & Magne Mogstad & Jack Mountjoy, 2020. "On the Use of Outcome Tests for Detecting Bias in Decision Making," Working Papers 2020-125, Becker Friedman Institute for Research In Economics.
    20. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
    21. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.
    22. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    23. Pieroni, Luca & Salmasi, Luca, 2012. "Does cigarette smoking affect body weight? causal estimates from the clean indoor air law discontinuity," MPRA Paper 38338, University Library of Munich, Germany.
    24. Goto, Tsuyoshi, 2022. "Do municipal mergers reduce public expenditure? Evidence from the MTE approach," MPRA Paper 114376, University Library of Munich, Germany.
    25. Nirav Mehta, 2015. "An Economic Approach to Generalize Findings from Regression-Discontinuity Designs," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20156, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    26. Yigezu, Yigezu A. & Abbas, Enas & Swelam, Atef & Sabry, Sami R.S. & Moustafa, Moustafa A. & Halila, Habib, 2021. "Socioeconomic, biophysical, and environmental impacts of raised beds in irrigated wheat: A case study from Egypt," Agricultural Water Management, Elsevier, vol. 249(C).
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    28. Pedro Carneiro & James Heckman & Edward Vytlacil, 2009. "Evaluating marginal policy changes and the average effect of treatment for individuals at the margin," CeMMAP working papers CWP21/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    29. Abhijit Banerjee & Rukmini Banerji & James Berry & Esther Duflo & Harini Kannan & Shobhini Mukerji & Marc Shotland & Michael Walton, 2017. "From Proof of Concept to Scalable Policies: Challenges and Solutions, with an Application," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 73-102, Fall.
    30. Sneha Elango & Jorge Luis García & James J. Heckman & Andrés Hojman, 2015. "Early Childhood Education," NBER Working Papers 21766, National Bureau of Economic Research, Inc.
    31. Ravallion, Martin, 2011. "On the implications of essential heterogeneity for estimating causal impacts using social experiments," Policy Research Working Paper Series 5804, The World Bank.
    32. Amanda E. Kowalski, 2016. "Doing More When You're Running LATE: Applying Marginal Treatment Effect Methods to Examine Treatment Effect Heterogeneity in Experiments," NBER Working Papers 22363, National Bureau of Economic Research, Inc.
    33. Tymon S{l}oczy'nski, 2018. "Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights," Papers 1810.01576, arXiv.org, revised May 2020.
    34. Thomas Cornelissen & Christian Dustmann & Anna Raute & Uta Schönberg, 2018. "Who benefits from universal child care? Estimating marginal returns to early child care attendance," RF Berlin - CReAM Discussion Paper Series 1808, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
    35. Dan Black & Joonhwi Joo & Robert LaLonde & Jeffrey Smith & Evan Taylor, 2020. "Simple Tests for Selection: Learning More from Instrumental Variables," Working Papers 2020-048, Human Capital and Economic Opportunity Working Group.
    36. Hideo Akabayashi & TIm Ruberg & Chizuru Shikishima & Jun Yamashita, 2023. "Education-Oriented and Care-Oriented Preschools:Implications on Child Development," Keio-IES Discussion Paper Series 2023-009, Institute for Economics Studies, Keio University.
    37. Sloczynski, Tymon, 2018. "A General Weighted Average Representation of the Ordinary and Two-Stage Least Squares Estimands," IZA Discussion Papers 11866, Institute of Labor Economics (IZA).
    38. Bhargava, Alok, 2008. "Randomized controlled experiments in health and social sciences: Some conceptual issues," Economics & Human Biology, Elsevier, vol. 6(2), pages 293-298, July.
    39. Kenneth Lee & Edward Miguel & Catherine Wolfram, 2019. "Does Household Electrification Supercharge Economic Development?," NBER Working Papers 26528, National Bureau of Economic Research, Inc.
    40. Morduch, Jonathan & Ravi, Shamika & Bauchet, Jonathan, 2012. "Failure vs. Displacement: Why An Innovative Anti-Poverty Program Showed No Net Impact," PRIMCED Discussion Paper Series 32, Institute of Economic Research, Hitotsubashi University.
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    43. Westphal, Matthias & Kamhöfer, Daniel A. & Schmitz, Hendrik, 2020. "Marginal College Wage Premiums under Selection into Employment," IZA Discussion Papers 13382, Institute of Labor Economics (IZA).
    44. Lopez Boo, Florencia & Hojman, Andrés, 2019. "Cost-Effective Public Daycare in a Low-Income Economy Benefits Children and Mothers," IDB Publications (Working Papers) 9786, Inter-American Development Bank.
    45. Emilio Borghesan & Hugo Reis & Petra E. Todd, 2022. "Learning Through Repetition? A Dynamic Evaluation of Grade Retention in Portugal," PIER Working Paper Archive 22-030, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    46. Fan, Yanqin & Guerre, Emmanuel & Zhu, Dongming, 2017. "Partial identification of functionals of the joint distribution of “potential outcomes”," Journal of Econometrics, Elsevier, vol. 197(1), pages 42-59.
    47. Girum Abebe & Marcel Fafchamps & Michael Koelle & Simon Quinn, 2019. "Learning Management Through Matching: A Field Experiment Using Mechanism Design," NBER Working Papers 26035, National Bureau of Economic Research, Inc.
    48. Yigezu A. Yigezu & Tamer El‐Shater, 2021. "Socio‐economic impacts of zero and reduced tillage in wheat fields of the Moroccan drylands," Agricultural Economics, International Association of Agricultural Economists, vol. 52(4), pages 645-663, July.
    49. Atticus Bolyard & Peter Savelyev, 2021. "Understanding the Educational Attainment Polygenic Score and its Interactions with SES in Determining Health in Young Adulthood," Working Papers 2021-026, Human Capital and Economic Opportunity Working Group.
    50. Yuya Sasaki & Takuya Ura, 2020. "Welfare Analysis via Marginal Treatment Effects," Papers 2012.07624, arXiv.org.
    51. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    52. Daniel A. Kamhoefer & Hendrik Schmitz & Matthias Westphal, 2015. "Heterogeneity in Marginal Nonmonetary Returns to Higher Education," CINCH Working Paper Series 1512, Universitaet Duisburg-Essen, Competent in Competition and Health, revised Oct 2015.
    53. Denis Fougère & Nicolas Jacquemet, 2019. "Causal Inference and Impact Evaluation," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 510-511-5, pages 181-200.
    54. Liyang Sun & Jesse M. Shapiro, 2022. "A Linear Panel Model with Heterogeneous Coefficients and Variation in Exposure," NBER Working Papers 29976, National Bureau of Economic Research, Inc.
    55. Ximena Quintanilla, 2011. "Moving from a Pay as You Go to a Defined Contributions Pension Scheme: Does it Boost Participation in the Formal Labour," Working Papers 48, Superintendencia de Pensiones, revised Sep 2011.
    56. Rusike, J. & Mahungu, N.M. & Jumbo, S. & Sandifolo, V.S. & Malindi, G., 2010. "Estimating impact of cassava research for development approach on productivity, uptake and food security in Malawi," Food Policy, Elsevier, vol. 35(2), pages 98-111, April.
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    58. Levitt, Steven D. & List, John A., 2009. "Field experiments in economics: The past, the present, and the future," European Economic Review, Elsevier, vol. 53(1), pages 1-18, January.
    59. Huber, Martin & Wüthrich, Kaspar, 2019. "Local Average and Quantile Treatment Effects Under Endogeneity: A Review," University of California at San Diego, Economics Working Paper Series qt4j29d8sc, Department of Economics, UC San Diego.
    60. James J. Heckman & Daniel Schmierer, 2009. "Testing the Correlated Random Coefficient Model," Working Papers 200937, Geary Institute, University College Dublin.
    61. Michael R.M. Abrigo & Timothy J. Halliday & Teresa Molina, 2022. "Expanding health insurance for the elderly of the Philippines," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(3), pages 500-520, April.
    62. Egger, Peter Hannes & Egger, Peter, 2016. "Heterogeneous Effects of Tariff and Nontariff Policy Barriers in General Equilibrium," VfS Annual Conference 2016 (Augsburg): Demographic Change 145675, Verein für Socialpolitik / German Economic Association.
    63. Huang, Wu & Zeng, Di & Zhou, Shudong, 2015. "Welfare Impacts of Modern Peanut Varieties in China," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 54(3), pages 1-18, September.
    64. Dorn, Sabrina & Egger, Peter, 2015. "On the distribution of exchange rate regime treatment effects on international trade," Journal of International Money and Finance, Elsevier, vol. 53(C), pages 75-94.
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    67. Adam, Baba & Abdulai, Awudu, 2022. "Heterogeneity in the Impact of Conservation Agriculture Practices on Farm Performance and Inorganic Fertilizer Use in Ghana," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 47(2), May.
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    86. Péron, M.; & Dormont, B.;, 2018. "Heterogeneous moral hazard in Supplementary Health Insurance," Health, Econometrics and Data Group (HEDG) Working Papers 18/27, HEDG, c/o Department of Economics, University of York.
    87. Sarr, Mare & Bezabih Ayele, Mintewab & Kimani, Mumbi E. & Ruhinduka, Remidius, 2021. "Who benefits from climate-friendly agriculture? The marginal returns to a rainfed system of rice intensification in Tanzania," World Development, Elsevier, vol. 138(C).
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    128. Kassie, Menale & Jaleta, Moti & Shiferaw, Bekele A. & Mmbando, Frank & De Groote, Hugo, 2012. "Improved Maize Technologies and Welfare Outcomes In Smallholder Systems: Evidence From Application of Parametric and Non-Parametric Approaches," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 128004, International Association of Agricultural Economists.
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    131. Lili Chen & Hongsheng Chen & Chaohui Zou & Ye Liu, 2021. "The Impact of Farmland Transfer on Rural Households’ Income Structure in the Context of Household Differentiation: A Case Study of Heilongjiang Province, China," Land, MDPI, vol. 10(4), pages 1-20, April.
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