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Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin

Citations

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Cited by:

  1. Kaido, Hiroaki, 2017. "Asymptotically Efficient Estimation Of Weighted Average Derivatives With An Interval Censored Variable," Econometric Theory, Cambridge University Press, vol. 33(5), pages 1218-1241, October.
  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. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory & Urzua, Sergio, 2014. "Education, Health and Wages," IZA Discussion Papers 8027, IZA Network @ LISER.
  4. Domenico Depalo, 2020. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health Economics, John Wiley & Sons, Ltd., vol. 29(S1), pages 110-126, October.
  5. Eric Gautier & Stefan Soderlein, 2011. "Estimating the Distribution of Treatment Effects," Working Papers 2011-25, Center for Research in Economics and Statistics.
  6. Kédagni, Désiré, 2023. "Identifying treatment effects in the presence of confounded types," Journal of Econometrics, Elsevier, vol. 234(2), pages 479-511.
  7. 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.
  8. Sasaki, Yuya & Ura, Takuya, 2023. "Estimation and inference for policy relevant treatment effects," Journal of Econometrics, Elsevier, vol. 234(2), pages 394-450.
  9. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25461, University Library of Munich, Germany.
  10. Kasahara, Hiroyuki & Liang, Yawen & Rodrigue, Joel, 2016. "Does importing intermediates increase the demand for skilled workers? Plant-level evidence from Indonesia," Journal of International Economics, Elsevier, vol. 102(C), pages 242-261.
  11. Ingvild Almås & Henrik Daae Zachrisson & Nina Drange & Costas Meghir, 2026. "Early childcare attendance and cognitive skills in adolescence," IFS Working Papers W26/29, Institute for Fiscal Studies.
  12. Mengqi Li, 2025. "Fragility in Average Treatment Effect on the Treated under Limited Covariate Support," Papers 2506.08950, arXiv.org.
  13. 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.
  14. Dionissi Aliprantis, 2013. "Covariates and causal effects: the problem of context," Working Papers (Old Series) 1310, Federal Reserve Bank of Cleveland.
  15. 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.
  16. Sokbae Lee & Bernard Salanié, 2018. "Identifying Effects of Multivalued Treatments," Econometrica, Econometric Society, vol. 86(6), pages 1939-1963, November.
  17. 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).
  18. Evan Munro & Xu Kuang & Stefan Wager, 2021. "Treatment Effects in Market Equilibrium," Papers 2109.11647, arXiv.org, revised Feb 2025.
  19. Christoph Rothe, 2012. "Partial Distributional Policy Effects," Econometrica, Econometric Society, vol. 80(5), pages 2269-2301, September.
  20. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," Sciences Po Economics Publications (main) hal-04067399, HAL.
  21. Oliver Cassagneau-Francis, 2025. "Estimating heterogeneous returns to college by cognitive and non-cognitive ability," CEPEO Working Paper Series 25-10, UCL Centre for Education Policy and Equalising Opportunities, revised Sep 2025.
  22. 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.
  23. Moffitt, Robert A. & Zahn, Matthew V., 2022. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," Economics Working Paper Archive 66674, The Johns Hopkins University,Department of Economics.
  24. Yuya Sasaki & Takuya Ura, 2018. "Estimation and Inference for Policy Relevant Treatment Effects," Papers 1805.11503, arXiv.org, revised Jul 2020.
  25. 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.
  26. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, IZA Network @ LISER.
  27. 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.).
  28. 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.
  29. Galasso, Alberto & Schankerman, Mark & Serrano, Carlos J., 2011. "Trading and enforcing patent rights," LSE Research Online Documents on Economics 121732, London School of Economics and Political Science, LSE Library.
  30. Nobuyoshi Kikuchi, 2017. "Marginal Returns to Schooling and Education Policy Change in Japan," ISER Discussion Paper 0996, Institute of Social and Economic Research, The University of Osaka.
  31. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
  32. Belskaya, Olga & Peter, Klara Sabirianova & Posso, Christian, 2014. "College Expansion and the Marginal Returns to Education: Evidence from Russia," IZA Discussion Papers 8735, IZA Network @ LISER.
  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.
  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. 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 Aug 2024.
  36. Martinez-Iriarte, Julian & Sun, Yixiao, 2024. "Identification and estimation of unconditional policy effects of an endogenous binary treatment: An unconditional MTE approach," Journal of Econometrics, Elsevier, vol. 244(1).
  37. Acerenza, Santiago & Ban, Kyunghoon & Kedagni, Desire, 2021. "Marginal Treatment Effects with Misclassified Treatment," ISU General Staff Papers 202106180700001132, Iowa State University, Department of Economics.
  38. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
  39. Belzil, Christian & Hansen, Jörgen & Kristensen, Nicolai, 2008. "Estimating Complementarity between Education and Training," IZA Discussion Papers 3882, IZA Network @ LISER.
  40. 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.
  41. Shoya Ishimaru, 2024. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," The Review of Economics and Statistics, MIT Press, vol. 106(2), pages 505-520, March.
  42. 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).
  43. Alberto Galasso & Mark Schankerman & Carlos J. Serrano, 2013. "Trading and enforcing patent rights," RAND Journal of Economics, RAND Corporation, vol. 44(2), pages 275-312, June.
  44. 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," Working Papers hal-03869547, HAL.
  45. Mogstad, Magne & Torgovitsky, Alexander, 2024. "Instrumental variables with unobserved heterogeneity in treatment effects," Handbook of Labor Economics,, Elsevier.
  46. Kyunghoon Ban & D'esir'e K'edagni & Santiago Acerenza, 2021. "Local Average and Marginal Treatment Effects with a Misclassified Treatment," Papers 2105.00358, arXiv.org, revised Jun 2026.
  47. Lai Wei & Yu Xie, 2025. "Social Mobility as Causal Intervention," Sociological Methods & Research, , vol. 54(4), pages 1463-1504, November.
  48. Jorge Rodríguez & Fernando Saltiel & Sergio Urzúa, 2022. "Dynamic treatment effects of job training," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(2), pages 242-269, March.
  49. Sadegh Eshaghnia & James J. Heckman, 2023. "Intergenerational Transmission of Inequality: Maternal Endowments, Investments, and Birth Outcomes," NBER Working Papers 31761, National Bureau of Economic Research, Inc.
  50. Jiyuan Tan & Jose Blanchet & Vasilis Syrgkanis, 2026. "Partial Identification of Policy-Relevant Treatment Effects with Instrumental Variables via Optimal Transport," Papers 2604.12263, arXiv.org, revised Apr 2026.
  51. Luther Yap, 2025. "Sensitivity of Policy‐Relevant Treatment Parameters to Violations of Monotonicity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 40(6), pages 627-638, September.
  52. Chen, Songnian & Khan, Shakeeb & Tang, Xun, 2024. "Endogeneity in weakly separable models without monotonicity," Journal of Econometrics, Elsevier, vol. 238(1).
  53. Lance Lochner & Enrico Moretti, 2015. "Estimating and Testing Models with Many Treatment Levels and Limited Instruments," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 387-397, May.
  54. Mohamed Coulibaly & Yu-Chin Hsu & Ismael Mourifie & Yuanyuan Wan, 2024. "A Sharp Test for the Judge Leniency Design," Working Papers tecipa-774, University of Toronto, Department of Economics.
  55. 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.
  56. 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.
  57. 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.
  58. 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.
  59. Xiaohong Chen & Wayne Yuan Gao, 2025. "Thin Sets Are Not Equally Thin: Minimax Learning of Submanifold Integrals," Papers 2507.12673, arXiv.org, revised Mar 2026.
  60. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25427, University Library of Munich, Germany.
  61. 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.
  62. Anne Katrine Borgbjerg & Hans Sigaard & Michael Svarer & Rune Vejlin, 2026. "Delayed Retirement: Effects on Health and Healthcare Utilization," CESifo Working Paper Series 12628, CESifo.
  63. Mourifié, Ismael & Wan, Yuanyuan, 2025. "Layered policy analysis in program evaluation using the marginal treatment effect," Journal of Econometrics, Elsevier, vol. 251(C).
  64. 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.
  65. Xiaohong Chen & Wayne Yuan Gao, 2025. "Semiparametric Learning of Integral Functionals on Submanifolds," Cowles Foundation Discussion Papers 2450, Cowles Foundation for Research in Economics, Yale University.
  66. 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.
  67. 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.
  68. Daniel A Kamhöfer & Hendrik Schmitz & Matthias Westphal, 2019. "Heterogeneity in Marginal Non-Monetary Returns to Higher Education," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 205-244.
  69. Arouna, Aminou & Aboudou, Rachidi & Yergo, Wilfried G., 2023. "Impact of climate smart agricultural technology adoption on livelihood of producers: a case study of smart-valley approach in lowland rice farming systems," 2023 Seventh AAAE/60th AEASA Conference, September 18-21, 2023, Durban, South Africa 365886, African Association of Agricultural Economists (AAAE).
  70. Julian Martinez-Iriarte, 2023. "Sensitivity Analysis in Unconditional Quantile Effects," Papers 2303.14298, arXiv.org, revised Jan 2026.
  71. Luther Yap, 2022. "Sensitivity of Policy Relevant Treatment Parameters to Violations of Monotonicity," Working Papers 655, Princeton University, Department of Economics, Industrial Relations Section..
  72. Nicholas Lawson, 2017. "Liquidity Constraints, Fiscal Externalities, and Optimal Tuition Subsidies," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 313-343, November.
  73. Yechan Park & Xiaodong Yang, 2026. "Decomposition of Spillover Effects Under Misspecification: Pseudo-true Estimands and a Local-Global Extension," Papers 2602.12023, arXiv.org, revised Mar 2026.
  74. Niklas Bengtsson & Per Engstrom, 2026. "The Cascade Identity: 2SLS as a Policy Parameter in Capacity-Constrained Settings," Papers 2603.21917, arXiv.org, revised Apr 2026.
  75. Xiaohong Chen & Wayne Yuan Gao, 2026. "Thin Sets Are Not Equally Thin: Minimax Learning of Submanifold Integrals," Cowles Foundation Discussion Papers 2450R1, Cowles Foundation for Research in Economics, Yale University.
  76. 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).
  77. Caio Waisman & Brett R. Gordon, 2025. "Multicell Experiments for Marginal Treatment Effect Estimation of Digital Ads," Management Science, INFORMS, vol. 71(9), pages 7970-7989, September.
  78. Yan Liu, 2022. "Policy Learning under Endogeneity Using Instrumental Variables," Papers 2206.09883, arXiv.org, revised Jan 2026.
  79. 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.
  80. Mogstad, Magne & Torgovitsky, Alexander & Walters, Christopher R., 2024. "Policy evaluation with multiple instrumental variables," Journal of Econometrics, Elsevier, vol. 243(1).
  81. 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).
  82. Mammen, Enno & Rothe, Christoph & Schienle, Melanie, 2010. "Nonparametric regression with nonparametrically generated covariates," SFB 649 Discussion Papers 2010-059, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
  83. Kim Huynh & Robert Petrunia & Joel Rodrigue & Walter Steingress, 2023. "Exporting and Investment Under Credit Constraints," Staff Working Papers 23-10, Bank of Canada.
  84. Spanos, Yiannis E., 2021. "Exploring heterogeneous returns to collaborative R&D: A marginal treatment effects perspective," Research Policy, Elsevier, vol. 50(5).
  85. Yingying Dong & Arthur Lewbel, 2011. "Regression Discontinuity Marginal Threshold Treatment Effects," Working Papers 111205, University of California-Irvine, Department of Economics.
  86. 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.
  87. 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.
  88. Susanne Schennach & Halbert White & Karim Chalak, 2007. "Local Indirect Least Squares and Average Marginal Effects in Nonseparable Structural Systems," Boston College Working Papers in Economics 680, Boston College Department of Economics, revised 26 Dec 2009.
  89. Sasaki, Yuya & Ura, Takuya, 2025. "Welfare Analysis Via Marginal Treatment Effects," Econometric Theory, Cambridge University Press, vol. 41(6), pages 1392-1415, December.
  90. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
  91. Aditya Ghosh & Stefan Wager, 2025. "Non-parametric Causal Inference in Dynamic Thresholding Designs," Papers 2512.15244, arXiv.org, revised May 2026.
  92. Fanny Landaud & Éric Maurin, 2025. "The Choice of Retaking Competitive Exams," Thema Working Papers 2025-06, THEMA (Théorie Economique, Modélisation et Applications), CY Cergy-Paris University, ESSEC and CNRS.
  93. Nobuyoshi Kikuchi, 2017. "Marginal Returns to Schooling and Education Policy Change in Japan," ISER Discussion Paper 0996r, Institute of Social and Economic Research, The University of Osaka, revised Oct 2017.
  94. Debopam Bhattacharya & Shin Kanaya & Margaret Stevens, 2017. "Are University Admissions Academically Fair?," The Review of Economics and Statistics, MIT Press, vol. 99(3), pages 449-464, July.
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