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Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review

Citations

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Cited by:

  1. Huber, Martin & Steinmayr, Andreas, 2017. "A Framework for Separating Individual Treatment Effects From Spillover, Interaction, and General Equilibrium Effects," Rationality and Competition Discussion Paper Series 21, CRC TRR 190 Rationality and Competition.
  2. Richard K. Crump & V. Joseph Hotz & Guido W. Imbens & Oscar A. Mitnik, 2008. "Nonparametric Tests for Treatment Effect Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 389-405, August.
  3. Zhu, Wei & Qi, Lixia & Wang, Ruime, . "Impact of Market Price Support Measures on Chemical Fertilizer Use in China," International Journal of Food and Agricultural Economics (IJFAEC), Alanya Alaaddin Keykubat University, Department of Economics and Finance, vol. 9(01).
  4. Maasoumi, Esfandiar & Eren, Ozkan, 2006. "The Information Basis of Matching with Propensity Score," Departmental Working Papers 0606, Southern Methodist University, Department of Economics.
  5. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Jan 2025.
  6. van de Walle, Dominique & Mu, Ren, 2007. "Fungibility and the flypaper effect of project aid: Micro-evidence for Vietnam," Journal of Development Economics, Elsevier, vol. 84(2), pages 667-685, November.
  7. Cerqua, Augusto & Giannantoni, Costanza & Letta, Marco & Pinto, Gabriele, 2026. "Femicides, anti-violence centers, and policy targeting," European Economic Review, Elsevier, vol. 183(C).
  8. 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.
  9. Zhexiao Lin & Peng Ding & Fang Han, 2023. "Estimation Based on Nearest Neighbor Matching: From Density Ratio to Average Treatment Effect," Econometrica, Econometric Society, vol. 91(6), pages 2187-2217, November.
  10. Dmitry Arkhangelsky & Susan Athey & David A. Hirshberg & Guido W. Imbens & Stefan Wager, 2021. "Synthetic Difference-in-Differences," American Economic Review, American Economic Association, vol. 111(12), pages 4088-4118, December.
  11. Wagstaff, Adam & Pradhan, Menno, 2005. "Health insurance impacts on health and nonmedical consumption in a developing country," Policy Research Working Paper Series 3563, The World Bank.
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  13. Lechner, Michael, 2018. "Modified Causal Forests for Estimating Heterogeneous Causal Effects," IZA Discussion Papers 12040, IZA Network @ LISER.
  14. Geiler, Philipp & Renneboog, Luc, 2015. "Are female top managers really paid less?," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 345-369.
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  16. Essilfie, Felix Larry, 2018. "Varietal seed technology and household income of maize farmers: An application of the doubly robust model," Technology in Society, Elsevier, vol. 55(C), pages 85-91.
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  18. Cavalletti, Barbara & Corsi, Matteo & Persico, Luca & di Bella, Enrico, 2021. "Public university orientation for high-school students. A quasi-experimental assessment of the efficiency gains from nudging better career choices," Socio-Economic Planning Sciences, Elsevier, vol. 73(C).
  19. Turner, Alex J. & Fichera, Eleonora & Sutton, Matt, 2021. "The effects of in-utero exposure to influenza on mental health and mortality risk throughout the life-course," Economics & Human Biology, Elsevier, vol. 43(C).
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  21. Gresenz, Carole Roan & Mitchell, Jean M. & Rodriguez, Belicia & Wang, Crystal & Turner, R. Scott & van der Klaauw, Wilbert, 2025. "The financial consequences of undiagnosed memory disorders," Journal of Financial Economics, Elsevier, vol. 172(C).
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  23. Binder, Martin & Coad, Alex, 2013. "“I'm afraid I have bad news for you…” Estimating the impact of different health impairments on subjective well-being," Social Science & Medicine, Elsevier, vol. 87(C), pages 155-167.
  24. Chakraborty, Pavel, 2016. "Judicial quality and regional firm performance: The case of Indian states," Journal of Comparative Economics, Elsevier, vol. 44(4), pages 902-918.
  25. María José Ibáñez & Felipe Vásquez Lavin & Roberto D. Ponce Oliva, 2023. "Female Underperformance Hypothesis Revisited: Methodological Review and Empirical Testing," SAGE Open, , vol. 13(4), pages 21582440231, December.
  26. Tenglong Li & Kenneth A. Frank, 2020. "The probability of a robust inference for internal validity and its applications in regression models," Papers 2005.12784, arXiv.org.
  27. Roxana Elena Manea, 2021. "School Feeding Programmes, Education and Food Security in Rural Malawi," CIES Research Paper series 63-2020, Centre for International Environmental Studies, The Graduate Institute.
  28. Matthieu Darracq Paries, 2018. "Financial frictions and monetary policy conduct," Erudite Ph.D Dissertations, Erudite, number ph18-01 edited by Ferhat Mihoubi, April.
  29. Dettmann, E. & Becker, C. & Schmeißer, C., 2011. "Distance functions for matching in small samples," Computational Statistics & Data Analysis, Elsevier, vol. 55(5), pages 1942-1960, May.
  30. Elder, Todd E. & Goddeeris, John H. & Haider, Steven J., 2016. "Racial and ethnic infant mortality gaps and the role of socio-economic status," Labour Economics, Elsevier, vol. 43(C), pages 42-54.
  31. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2012. "The Effect of School Choice on Intrinsic Motivation and Academic Outcomes," Working Papers 2012-3, Princeton University. Economics Department..
  32. José de Sousa & Guillaume Hollard, 2021. "From Micro to Macro Gender Differences: Evidence from Field Tournaments," Post-Print hal-03389151, HAL.
  33. Chabé-Ferret, Sylvain, 2015. "Analysis of the bias of Matching and Difference-in-Difference under alternative earnings and selection processes," Journal of Econometrics, Elsevier, vol. 185(1), pages 110-123.
  34. Jason J. Sauppe & Sheldon H. Jacobson, 2017. "The role of covariate balance in observational studies," Naval Research Logistics (NRL), John Wiley & Sons, vol. 64(4), pages 323-344, June.
  35. Zhong, Wei & Gao, Yang & Zhou, Wei & Fan, Qingliang, 2021. "Endogenous treatment effect estimation using high-dimensional instruments and double selection," Statistics & Probability Letters, Elsevier, vol. 169(C).
  36. Lv, Xiaofeng & Li, Rui & Fang, Zheng, 2017. "Efficient semiparametric estimation for Gini inequality treatment effects," Economics Letters, Elsevier, vol. 154(C), pages 96-100.
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  38. Kyoo il Kim, 2019. "Efficiency of Average Treatment Effect Estimation When the True Propensity Is Parametric," Econometrics, MDPI, vol. 7(2), pages 1-13, May.
  39. Mengqi Li, 2025. "Fragility in Average Treatment Effect on the Treated under Limited Covariate Support," Papers 2506.08950, arXiv.org.
  40. David E. Bloom & David Canning & Erica S. Shenoy, 2012. "The effect of vaccination on children's physical and cognitive development in the Philippines," Applied Economics, Taylor & Francis Journals, vol. 44(21), pages 2777-2783, July.
  41. 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.
  42. Gunther Bensch & Jörg Peters, 2013. "Alleviating Deforestation Pressures? Impacts of Improved Stove Dissemination on Charcoal Consumption in Urban Senegal," Land Economics, University of Wisconsin Press, vol. 89(4), pages 676-698.
  43. Egger, Peter & Koethenbuerger, Marko & Smart, Michael, 2010. "Do fiscal transfers alleviate business tax competition? Evidence from Germany," Journal of Public Economics, Elsevier, vol. 94(3-4), pages 235-246, April.
  44. Dolton, Peter & Smith, Jeffrey A., 2011. "The Impact of the UK New Deal for Lone Parents on Benefit Receipt," IZA Discussion Papers 5491, IZA Network @ LISER.
  45. Dionissi Aliprantis, 2017. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Empirical Economics, Springer, vol. 52(3), pages 925-954, May.
  46. Ernesto Crivelli & Mr. Sanjeev Gupta, 2014. "Does conditionality in IMF-supported programs promote revenue reform?," IMF Working Papers 2014/206, International Monetary Fund.
  47. Eppel, Rainer & Leoni, Thomas & Mahringer, Helmut & Hausegger, Trude & Reidl, Christine & Weber, Friederike, 2017. "Einsatz und Wirkung aktiver arbeitsmarktpolitischer Massnahmen für Personen mit gesundheitlichen Einschränkungen: Eine Evaluierung für Oberösterreich," Sozialpolitische Studienreihe, Government of Austria, Federal Ministry of Social Affairs, Health, Care and Consumer Protection, Vienna, volume 22, number 22, December.
  48. Matthew A. Masten & Alexandre Poirier, 2018. "Interpreting Quantile Independence," Papers 1804.10957, arXiv.org.
  49. Bruno Cirillo & Stefano Brusoni & Giovanni Valentini, 2014. "The Rejuvenation of Inventors Through Corporate Spinouts," Organization Science, INFORMS, vol. 25(6), pages 1764-1784, December.
  50. Verena Lauber & Johanna Storck, 2016. "Helping with the Kids? How Family-Friendly Workplaces Affect Parental Well-Being and Behavior," SOEPpapers on Multidisciplinary Panel Data Research 883, DIW Berlin, The German Socio-Economic Panel (SOEP).
  51. Michael Roach & Henry Sauermann, 2015. "Founder or Joiner? The Role of Preferences and Context in Shaping Different Entrepreneurial Interests," Management Science, INFORMS, vol. 61(9), pages 2160-2184, September.
  52. G. Miller & Yuriy Pylypchuk, 2014. "Marital Status, Spousal Characteristics, and the Use of Preventive Care," Journal of Family and Economic Issues, Springer, vol. 35(3), pages 323-338, September.
  53. Markus Frölich, 2008. "Parametric and Nonparametric Regression in the Presence of Endogenous Control Variables," International Statistical Review, International Statistical Institute, vol. 76(2), pages 214-227, August.
  54. Hang Miao & Kui Zhao & Zhun Wang & Linbo Jiang & Quanhui Jia & Yanming Fang & Quan Yu, 2020. "Intelligent Credit Limit Management in Consumer Loans Based on Causal Inference," Papers 2007.05188, arXiv.org.
  55. Jorge M. Aguero & Michael R. Carter & Ingrid Woolard, 2006. "The Impact of Unconditional Cash Transfers on Nutrition: The South African Child Support Grant," SALDRU Working Papers 8, Southern Africa Labour and Development Research Unit, University of Cape Town.
  56. Egger, Peter & Hahn, Franz R., 2010. "Endogenous bank mergers and their impact on banking performance: Some evidence from Austria," International Journal of Industrial Organization, Elsevier, vol. 28(2), pages 155-166, March.
  57. Shu Yang & Yunshu Zhang, 2023. "Multiply robust matching estimators of average and quantile treatment effects," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 50(1), pages 235-265, March.
  58. Khudri, Md Mohsan & Hussey, Andrew, 2024. "Breastfeeding and Child Development Outcomes across Early Childhood and Adolescence: Doubly Robust Estimation with Machine Learning," IZA Discussion Papers 17080, IZA Network @ LISER.
  59. Terry O'Malley, 2021. "The Impact of Repossession Risk on Mortgage Default," Journal of Finance, American Finance Association, vol. 76(2), pages 623-650, April.
  60. Martin Huber, 2019. "An introduction to flexible methods for policy evaluation," Papers 1910.00641, arXiv.org.
  61. Ken H. Johnson & Zhenguo Lin & Jia Xie, 2015. "Dual Agent Distortions in Real Estate Transactions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(2), pages 507-536, June.
  62. Kitagawa, Toru & Muris, Chris, 2016. "Model averaging in semiparametric estimation of treatment effects," Journal of Econometrics, Elsevier, vol. 193(1), pages 271-289.
  63. Stefanie Behncke & Markus Frölich & Michael Lechner, 2008. "A Caseworker Like Me - Does The Similarity Between Unemployed And Caseworker Increase Job Placements?," University of St. Gallen Department of Economics working paper series 2008 2008-08, Department of Economics, University of St. Gallen.
  64. Takahashi, Ryo & Todo, Yasuyuki, 2015. "Coffee certification and forest quality: A case in Ethiopia," 2015 Conference, August 9-14, 2015, Milan, Italy 211939, International Association of Agricultural Economists.
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