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Estimating Outcome Distributions for Compliers in Instrumental Variables Models

Citations

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Cited by:

  1. Adekambi, Souleimane Adeyemi & Diagne, Aliou & Simtowe, Franklin & Biaou, Gauthier, 2009. "The Impact of Agricultural Technology Adoption on Poverty: The case of NERICA rice varieties in Benin," 2009 Conference, August 16-22, 2009, Beijing, China 51645, International Association of Agricultural Economists.
  2. Hsu, Yu-Chin & Huang, Ta-Cheng & Xu, Haiqing, 2023. "Testing For Unobserved Heterogeneous Treatment Effects With Observational Data," Econometric Theory, Cambridge University Press, vol. 39(3), pages 582-622, June.
  3. Dmitry Arkhangelsky, 2019. "Dealing with a Technological Bias: The Difference-in-Difference Approach," Working Papers wp2019_1903, CEMFI.
  4. Artmann, Elisabeth & Ketel, Nadine & Oosterbeek, Hessel & van der Klaauw, Bas, 2018. "Field of Study and Family Outcomes," IZA Discussion Papers 11658, IZA Network @ LISER.
  5. Nguezet, Paul Martin Dontsop & Diagne, Aliou & Okoruwa, Victor Olusegun & Ojehomon, Vivian, 2011. "Impact of Improved Rice Technology (NERICA varieties) on Income and Poverty among Rice Farming Households in Nigeria: A Local Average Treatment Effect (LATE) Approach," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 50(3), pages 1-25.
  6. Esfandiar Maasoumi & Daniel L. Millimet & Dipanwita Sarkar, 2009. "Who Benefits from Marriage?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 1-33, February.
  7. Thomas Carr & Toru Kitagawa, 2021. "Testing Instrument Validity with Covariates," Papers 2112.08092, arXiv.org, revised Sep 2023.
  8. Francesco Filippucci, 2025. "What do NEETs need ? The overall effect of active and passive labor market policies," Working Papers halshs-03524083, HAL.
  9. Patrick Kline & Christopher R. Walters, 2019. "On Heckits, LATE, and Numerical Equivalence," Econometrica, Econometric Society, vol. 87(2), pages 677-696, March.
  10. Estelle Bellity & Fabrice Gilles & Yannick L'Horty, 2017. "Does practicing literacy skills improve academic performance in first-year university students? Results from a randomized experiment," TEPP Working Paper 2017-02, TEPP.
  11. DiTraglia, Francis J. & García-Jimeno, Camilo, 2019. "Identifying the effect of a mis-classified, binary, endogenous regressor," Journal of Econometrics, Elsevier, vol. 209(2), pages 376-390.
  12. Salima BOUAYAD AGHA & Nadine TURPIN & Lionel VEDRINE, 2013. "Au-Delà De La Moyenne : Les Effets Par Quantile De La Politique De Cohésion De L’Union Européenne," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 38, pages 27-48.
  13. 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.
  14. Yoichi Arai & Yu‐Chin Hsu & Toru Kitagawa & Ismael Mourifié & Yuanyuan Wan, 2022. "Testing identifying assumptions in fuzzy regression discontinuity designs," Quantitative Economics, Econometric Society, vol. 13(1), pages 1-28, January.
  15. de Chaisemartin, Clement & D'Haultfoeuille, Xavier, 2014. "Fuzzy Changes-in Changes," CAGE Online Working Paper Series 184, Competitive Advantage in the Global Economy (CAGE).
  16. Mamedov, Arseny (Мамедов, Арсений) & Hudko, E. (Худько, Е.) & Belev, Sergei (Белев, Сергей) & Moguchev, Nikita Sergeevich (Могучев, Никита Сергеевич), 2016. "Comparative Analysis of the Effectiveness of Individual Instruments of State Investment Policy [Сравнительный Анализ Эффективности Применения Отдельных Инструментов Государственной Инвестиционной Политики]," Working Papers 3052, Russian Presidential Academy of National Economy and Public Administration.
  17. Kruse, Herman & Myhre, Andreas S., 2025. "Early retirement provision for elderly displaced workers," The Journal of the Economics of Ageing, Elsevier, vol. 31(C).
  18. Juliana Londoño-Vélez & Javier Avila-Mahecha, 2024. "Behavioral Responses to Wealth Taxation: Evidence from Colombia," NBER Working Papers 32134, National Bureau of Economic Research, Inc.
  19. Amanda E. Kowalski, 2019. "Counting Defiers," NBER Working Papers 25671, National Bureau of Economic Research, Inc.
  20. Blaise Melly und Kaspar W thrich, 2016. "Local quantile treatment effects," Diskussionsschriften dp1605, Universitaet Bern, Departement Volkswirtschaft.
  21. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
  22. Mogstad, Magne & Torgovitsky, Alexander, 2024. "Instrumental variables with unobserved heterogeneity in treatment effects," Handbook of Labor Economics,, Elsevier.
  23. Mao, Lu, 2022. "Identification of the outcome distribution and sensitivity analysis under weak confounder–instrument interaction," Statistics & Probability Letters, Elsevier, vol. 189(C).
  24. Damian Clarke & Manuel Llorca Jaña & Daniel Pailañir, 2023. "The use of quantile methods in economic history," Historical Methods: A Journal of Quantitative and Interdisciplinary History, Taylor & Francis Journals, vol. 56(2), pages 115-132, April.
  25. Wang, Xintong & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2025. "The effects of Vietnam-era military service on the long-term health of veterans: A bounds analysis," Journal of Health Economics, Elsevier, vol. 101(C).
  26. Bo Wei & Limin Peng & Mei‐Jie Zhang & Jason P. Fine, 2021. "Estimation of causal quantile effects with a binary instrumental variable and censored data," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 83(3), pages 559-578, July.
  27. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
  28. Black, Dan A. & Joo, Joonhwi & LaLonde, Robert & Smith, Jeffrey A. & Taylor, Evan J., 2022. "Simple Tests for Selection: Learning More from Instrumental Variables," Labour Economics, Elsevier, vol. 79(C).
  29. Alberto Abadie, 2000. "Bootstrap Tests for the Effect of a Treatment on the Distribution of an Outcome Variable," NBER Technical Working Papers 0261, National Bureau of Economic Research, Inc.
  30. Plamen Nikolov & Steve Yeh, 2021. "Reaping the Rewards Later: How Education Improves Old-Age Cognition in South Africa," Papers 2109.02177, arXiv.org, revised Oct 2021.
  31. Alberto Abadie, 2000. "Semiparametric Estimation of Instrumental Variable Models for Causal Effects," NBER Technical Working Papers 0260, National Bureau of Economic Research, Inc.
  32. Eduardo Fé, 2021. "Pension eligibility rules and the local causal effect of retirement on cognitive functioning," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(3), pages 812-841, July.
  33. David Autor & Andreas Kostøl & Magne Mogstad & Bradley Setzler, 2019. "Disability Benefits, Consumption Insurance, and Household Labor Supply," American Economic Review, American Economic Association, vol. 109(7), pages 2613-2654, July.
  34. Berlingieri, Francesco & Diegmann, André & Sprietsma, Maresa, 2023. "Preferred field of study and academic performance," Economics of Education Review, Elsevier, vol. 95(C).
  35. Giulio Bosio, 2014. "The Implications of Temporary Jobs on the Distribution of Wages in Italy: An Unconditional IVQTE Approach," LABOUR, CEIS, vol. 28(1), pages 64-86, March.
  36. Pesola, Hanna Onerva & Sarvimäki, Matti, 2022. "Intergenerational Spillovers of Integration Policies: Evidence from Finland's Integration Plans," IZA Discussion Papers 15310, IZA Network @ LISER.
  37. Frandsen, Brigham R. & Frölich, Markus & Melly, Blaise, 2012. "Quantile treatment effects in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 168(2), pages 382-395.
  38. Angrist, Joshua & Kolesár, Michal, 2024. "One instrument to rule them all: The bias and coverage of just-ID IV," Journal of Econometrics, Elsevier, vol. 240(2).
  39. Anderson, Gordon & Linton, Oliver & Whang, Yoon-Jae, 2012. "Nonparametric estimation and inference about the overlap of two distributions," Journal of Econometrics, Elsevier, vol. 171(1), pages 1-23.
  40. Nikolov, Plamen & Jimi, Nusrat & Chang, Jerray, 2020. "The Importance of Cognitive Domains and the Returns to Schooling in South Africa: Evidence from Two Labor Surveys," Labour Economics, Elsevier, vol. 65(C).
  41. Domenico Depalo & Santiago Pereda-Fernández, 2020. "Consistent estimates of the public/private wage gap," Empirical Economics, Springer, vol. 58(6), pages 2937-2947, June.
  42. Toru Kitagawa, 2013. "A bootstrap test for instrument validity in heterogeneous treatment effect models," CeMMAP working papers 53/13, Institute for Fiscal Studies.
  43. Simon Jäger & Benjamin Schoefer & Josef Zweimüller, 2023. "Marginal Jobs and Job Surplus: A Test of the Efficiency of Separations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(3), pages 1265-1303.
  44. 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.
  45. Takanori Ida & Takunori Ishihara & Koichiro Ito & Daido Kido & Toru Kitagawa & Shosei Sakaguchi & Shusaku Sasaki, 2026. "Choosing Who Chooses: Selection‐Driven Targeting in Energy Rebate Programs," Econometrica, Econometric Society, vol. 94(1), pages 225-247, January.
  46. Ham, John C. & Li, Xianghong & Reagan, Patricia B., 2011. "Matching and semi-parametric IV estimation, a distance-based measure of migration, and the wages of young men," Journal of Econometrics, Elsevier, vol. 161(2), pages 208-227, April.
  47. repec:ces:ceswps:_10944 is not listed on IDEAS
  48. Benjamin C. Chu, 2023. "Who did the ACA Medicaid expansion impact? Estimating the probability of being a complier," Health Economics, John Wiley & Sons, Ltd., vol. 32(7), pages 1626-1655, July.
  49. Lisa Sanbonmatsu & Jeffrey R. Kling & Greg J. Duncan & Jeanne Brooks-Gunn, 2006. "Neighborhoods and Academic Achievement: Results from the Moving to Opportunity Experiment," Journal of Human Resources, University of Wisconsin Press, vol. 41(4).
  50. Jaap Abbring & Gerard Van Den Berg, 2005. "Social experiments and instrumental variables with duration outcomes," IFS Working Papers W05/19, Institute for Fiscal Studies.
  51. Sung Jae Jun & Sokbae Lee, 2023. "Identifying the Effect of Persuasion," Journal of Political Economy, University of Chicago Press, vol. 131(8), pages 2032-2058.
  52. Erling Barth & Alex Bryson & Harald Dale-Olsen, 2017. "Union Density, Productivity, and Wages," DoQSS Working Papers 17-11, Quantitative Social Science - UCL Social Research Institute, University College London.
  53. Battistin, Erich & De Nadai, Michele & Sianesi, Barbara, 2014. "Misreported schooling, multiple measures and returns to educational qualifications," Journal of Econometrics, Elsevier, vol. 181(2), pages 136-150.
  54. Awotide, Bola Amoke & Awoyemi, Taiwo Timothy & Diagne, Aliou & Ojehomon, Vivian E.T., "undated". "Impact of Seed Voucher System on Rice Farmers’ Welfare in Nigeria: A Randomized Control Trial Approach," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 124995, International Association of Agricultural Economists.
  55. Manudeep Bhuller & Gordon B. Dahl & Katrine V. Løken & Magne Mogstad, 2020. "Incarceration, Recidivism, and Employment," Journal of Political Economy, University of Chicago Press, vol. 128(4), pages 1269-1324.
  56. Denis Conniffe & Vanessa Gash & Philip J. O'Connell, 2000. "Evaluating State Programmes - “Natural Experiments” and Propensity Scores," The Economic and Social Review, Economic and Social Studies, vol. 31(4), pages 283-308.
  57. Aronow, Peter M. & Green, Donald P., 2013. "Sharp bounds for complier average potential outcomes in experiments with noncompliance and incomplete reporting," Statistics & Probability Letters, Elsevier, vol. 83(3), pages 677-679.
  58. Benjamin Schoefer, 2018. "Marginal Jobs and Job Surplus: Evidence from Separations and Unemployment Insurance," 2018 Meeting Papers 1309, Society for Economic Dynamics.
  59. Roberto Gabriele & Marco Zamarian & Enrico Zaninotto, 2006. "Assessing the economic impact of public industrial policies: an empirical investigation on subsidies," ROCK Working Papers 039, Department of Computer and Management Sciences, University of Trento, Italy, revised 12 Jun 2008.
  60. Michel Grosz & Devesh Raval, 2025. "Amplifying Consumers’ Voice: The Federal Trade Commission’s Report Fraud Website Redesign," Marketing Science, INFORMS, vol. 44(3), pages 525-545, May.
  61. Mahoukede, Kinkingninhoun-Medagbe & Aliou, Diagne & Rita A., Agboh-Noameshie, 2015. "Impact of NERICA Adoption on Productivity and Income in Benin: Is There Gender Difference?," 2015 Conference, August 9-14, 2015, Milan, Italy 211634, International Association of Agricultural Economists.
  62. Aaron L. Bodoh-Creed & Brent R. Hickman & John A. List & Ian Muir & Gregory K. Sun, 2026. "Salience and (Non-)Buyer's Remorse: Optimal Nonlinear Pricing with Cognitively Constrained Consumers," NBER Working Papers 35003, National Bureau of Economic Research, Inc.
  63. Steven Lehrer & Weili Ding, 2004. "Estimating Dynamic Treatment Effects from Project STAR," Econometric Society 2004 North American Summer Meetings 252, Econometric Society.
  64. Matthias Westphal & Daniel A Kamhöfer & Hendrik Schmitz, 2022. "Marginal College Wage Premiums Under Selection Into Employment," The Economic Journal, Royal Economic Society, vol. 132(646), pages 2231-2272.
  65. Yongyun Shin & Stephen W. Raudenbush, 2011. "The Causal Effect of Class Size on Academic Achievement," Journal of Educational and Behavioral Statistics, , vol. 36(2), pages 154-185, April.
  66. Huber, Martin & Mellace, Giovanni, 2012. "Relaxing monotonicity in the identification of local average treatment effects," Economics Working Paper Series 1212, University of St. Gallen, School of Economics and Political Science.
  67. Lars Kirkebøen & Edwin Leuven & Magne Mogstad, 2014. "Field of Study, Earnings, and Self-Selection," NBER Working Papers 20816, National Bureau of Economic Research, Inc.
  68. Xintong Wang & Alfonso Flores-Lagunes, 2022. "Conscription and Military Service: Do They Result in Future Violent and Nonviolent Incarcerations and Recidivism?," Journal of Human Resources, University of Wisconsin Press, vol. 57(5), pages 1715-1757.
  69. Bruno Crépon & Florencia Devoto & Esther Duflo & William Parienté, 2015. "Estimating the Impact of Microcredit on Those Who Take It Up: Evidence from a Randomized Experiment in Morocco," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 123-150, January.
  70. 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.
  71. 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.
  72. Grosz, Michel, 2024. "Community colleges and careers: Evidence from nursing school lotteries," Labour Economics, Elsevier, vol. 90(C).
  73. Robert Collinson & Deniz Dutz & John Eric Humphries & Nicholas S. Mader & Daniel Tannenbaum & Winnie van Dijk, 2025. "The Effects of Eviction on Children," NBER Working Papers 33659, National Bureau of Economic Research, Inc.
  74. Kédagni, Désiré, 2023. "Identifying treatment effects in the presence of confounded types," Journal of Econometrics, Elsevier, vol. 234(2), pages 479-511.
  75. Alam, Afroza & Diegmann, André, 2026. "Patents, firm rents, and worker compensation: Causal evidence from quasi-random patent allocation," ZEW Discussion Papers 26-022, ZEW - Leibniz Centre for European Economic Research.
  76. Charles Shaw, 2025. "Model Risk in Machine-Learning Distributional IV Estimation," Papers 2506.12765, arXiv.org, revised Jun 2026.
  77. Schmieder, Julia, 2021. "Fertility as a driver of maternal employment," Labour Economics, Elsevier, vol. 72(C).
  78. Godard, Mathilde, 2016. "Gaining weight through retirement? Results from the SHARE survey," Journal of Health Economics, Elsevier, vol. 45(C), pages 27-46.
  79. Juliana Londoño-Vélez & Javier Ávila-Mahecha, 2025. "Behavioural Responses to Wealth Taxation: Evidence from Colombia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 92(4), pages 2624-2655.
  80. Zeyang Yu, 2024. "A Binary IV Model for Persuasion: Profiling Persuasion Types among Compliers," Papers 2411.16906, arXiv.org, revised Jul 2025.
  81. Shuwei Li & Limin Peng, 2023. "Instrumental variable estimation of complier causal treatment effect with interval‐censored data," Biometrics, The International Biometric Society, vol. 79(1), pages 253-263, March.
  82. Daniel L. Millimet & Le Wang, 2011. "Is the Quantity-Quality Trade-Off a Trade-Off for All, None, or Some?," Economic Development and Cultural Change, University of Chicago Press, vol. 60(1), pages 155-195.
  83. Matti Sarvimäki & Hanna Pesola, 2022. "Intergenerational Spillovers of Integration Policies: Evidence from Finland’s Integration Plans," RFBerlin Discussion Paper Series 2212, ROCKWOOL Foundation Berlin (RFBerlin).
  84. Qi Long & Roderick J. A. Little & Xihong Lin, 2010. "Estimating causal effects in trials involving multitreatment arms subject to non‐compliance: a Bayesian framework," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 59(3), pages 513-531, May.
  85. Andreas Haller & Stefan Staubli & Josef Zweimüller, 2024. "Designing Disability Insurance Reforms: Tightening Eligibility Rules or Reducing Benefits?," Econometrica, Econometric Society, vol. 92(1), pages 79-110, January.
  86. Gregory J. Wawro & Ira Katznelson, 2020. "American political development and new challenges of causal inference," Public Choice, Springer, vol. 185(3), pages 299-314, December.
  87. Michael E. Sobel & Bengt Muthén, 2012. "Compliance Mixture Modelling with a Zero-Effect Complier Class and Missing Data," Biometrics, The International Biometric Society, vol. 68(4), pages 1037-1045, December.
  88. Andreas Nordland & Torben Martinussen, 2024. "Estimation of treatment effect among treatment responders with a time‐to‐event endpoint," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 51(3), pages 1161-1180, September.
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  94. Huber, Martin & Mellace, Giovanni, 2011. "Testing instrument validity in sample selection models," Economics Working Paper Series 1145, University of St. Gallen, School of Economics and Political Science.
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  99. Elena Ashtari Tafti, 2022. "Technology, skills, and performance: the case of robots in surgery," IFS Working Papers W22/46, Institute for Fiscal Studies.
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  131. 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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