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Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score

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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.
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  3. Federico A. Bugni & Mengsi Gao & Filip Obradovic & Amilcar Velez, 2024. "Identification and Inference on Treatment Effects under Covariate-Adaptive Randomization and Imperfect Compliance," Papers 2406.08419, arXiv.org, revised Apr 2025.
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  11. Matias Busso & Patrick Kline, 2008. "Do Local Economic Development Programs Work? Evidence from the Federal Empowerment Zone Program," Cowles Foundation Discussion Papers 1639, Cowles Foundation for Research in Economics, Yale University.
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  14. Lv, Xiaofeng & Li, Rui & Fang, Zheng, 2017. "Efficient semiparametric estimation for Gini inequality treatment effects," Economics Letters, Elsevier, vol. 154(C), pages 96-100.
  15. 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.
  16. 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.
  17. 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.
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  21. Hayri A. Arslan & Necati Tereyağoğlu & Övünç Yılmaz, 2023. "Scoring a Touchdown with Variable Pricing: Evidence from a Quasi-Experiment in the NFL Ticket Markets," Management Science, INFORMS, vol. 69(8), pages 4435-4456, August.
  22. Barragan, Luis, 2006. "¿Cuánto es el premio al salario por pertenecer a un sindicato en el Ecuador?: Un análisis usando Propensity Score Matching [How much it is the prize to the wage to belong to a union in Ecuador?: An analysis using Propensity Score Matching]," MPRA Paper 3947, University Library of Munich, Germany.
  23. Ruoxuan Xiong & Allison Koenecke & Michael Powell & Zhu Shen & Joshua T. Vogelstein & Susan Athey, 2021. "Federated Causal Inference in Heterogeneous Observational Data," Papers 2107.11732, arXiv.org, revised Apr 2023.
  24. Kitagawa, Toru & Muris, Chris, 2016. "Model averaging in semiparametric estimation of treatment effects," Journal of Econometrics, Elsevier, vol. 193(1), pages 271-289.
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  27. Cansino, José M. & Lopez-Melendo, Jaime & Pablo-Romero, María del P. & Sánchez-Braza, Antonio, 2013. "An economic evaluation of public programs for internationalization: The case of the Diagnostic program in Spain," Evaluation and Program Planning, Elsevier, vol. 41(C), pages 38-46.
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  39. Tommaso Agasisti & Ekaterina Abalmasova & Ekaterina Shibanova & Aleksei Egorov, 2019. "The Causal Impact Of Performance-Based Funding On University Performance: Quasi-Experimental Evidence From A Policy In Russian Higher Education," HSE Working papers WP BRP 221/EC/2019, National Research University Higher School of Economics.
  40. Dehejia, Rajeev, 2013. "The Porous Dialectic: Experimental and Non-Experimental Methods in Development Economics," WIDER Working Paper Series 011, World Institute for Development Economic Research (UNU-WIDER).
  41. Birthal, Pratap S. & Roy, Devesh & Negi, Digvijay S., 2015. "Assessing the Impact of Crop Diversification on Farm Poverty in India," World Development, Elsevier, vol. 72(C), pages 70-92.
  42. 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.
  43. Katie Meara & Francesco Pastore & Allan Webster, 2020. "The gender pay gap in the USA: a matching study," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(1), pages 271-305, January.
  44. Cadot, Olivier & Fernandes, Ana M. & Gourdon, Julien & Mattoo, Aaditya, 2015. "Are the benefits of export support durable? Evidence from Tunisia," Journal of International Economics, Elsevier, vol. 97(2), pages 310-324.
  45. Nguyen Van Tan & Trinh Quoc Trung, 2019. "Has Equitization Actually Led to Improve Firm Performance in a Transition Economy?," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 9(3), pages 402-418, March.
  46. Gernandt, Johannes & Maier, Michael & Pfeiffer, Friedhelm & Rat-Wirtzler, Julie, 2006. "Distributional effects of the high school degree in Germany," ZEW Discussion Papers 06-088, ZEW - Leibniz Centre for European Economic Research.
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  48. Malerba, Daniele, 2020. "Poverty alleviation and local environmental degradation: An empirical analysis in Colombia," World Development, Elsevier, vol. 127(C).
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  660. Strumpf, Erin & Ammi, Mehdi & Diop, Mamadou & Fiset-Laniel, Julie & Tousignant, Pierre, 2017. "The impact of team-based primary care on health care services utilization and costs: Quebec’s family medicine groups," Journal of Health Economics, Elsevier, vol. 55(C), pages 76-94.
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  666. Giovanna Tagliaferri & Daria Scacciatelli & Pierfrancesco Alaimo Di Loro, 2019. "VAT tax gap prediction: a 2-steps Gradient Boosting approach," Papers 1912.03781, arXiv.org, revised Jun 2020.
  667. Tohari, Achmad & Parsons, Christopher & Rammohan, Anu, 2017. "Targeting Poverty under Complementarities: Evidence from Indonesia's Unified Targeting System," IZA Discussion Papers 10968, IZA Network @ LISER.
  668. Tadesse, Getaw & Zewdie, Tadiwos, 2019. "Grants vs. credits for improving the livelihoods of ultra-poor: Evidence from Ethiopia," World Development, Elsevier, vol. 113(C), pages 320-329.
  669. Waverly Wei & Xinwei Ma & Jingshen Wang, 2023. "Fair Adaptive Experiments," Papers 2310.16290, arXiv.org.
  670. Matthias Schonlau & Arthur Van Soest & Arie Kapteyn, 2007. "Are 'Webographic' or Attitudinal Questions Useful for Adjusting Estimates From Web Surveys Using Propensity Scoring?," Working Papers WR-506, RAND Corporation.
  671. Flores, Carlos A. & Flores-Lagunes, Alfonso, 2009. "Identification and Estimation of Causal Mechanisms and Net Effects of a Treatment under Unconfoundedness," IZA Discussion Papers 4237, IZA Network @ LISER.
  672. Levon Demirdjian & Majid Mojirsheibani, 2019. "Kernel classification with missing data and the choice of smoothing parameters," Statistical Papers, Springer, vol. 60(5), pages 1487-1513, October.
  673. Bensch, Gunther & Grimm, Michael & Peters, Jörg, 2015. "Why do households forego high returns from technology adoption? Evidence from improved cooking stoves in Burkina Faso," Journal of Economic Behavior & Organization, Elsevier, vol. 116(C), pages 187-205.
  674. Òscar Jordà & Alan M. Taylor, 2024. "Local Projections," NBER Working Papers 32822, National Bureau of Economic Research, Inc.
  675. Amèvi Rocard Kouwoaye, 2021. "GATT/WTO membership–poverty nexus: An unconditional quantile regression approach," The World Economy, Wiley Blackwell, vol. 44(11), pages 3389-3421, November.
  676. Gago Andrés & Carozzi Felipe & Bermejo Vicente J. & Abad Jose M., 2023. "Government Turnover and External Financial Assistance," Asociación Argentina de Economía Política: Working Papers 4655, Asociación Argentina de Economía Política.
  677. Francesca Miserocchi & Savannah Noray & Alice Wu, 2026. "The Race between Academia and Industry for AI Researchers," RFBerlin Discussion Paper Series 26106, ROCKWOOL Foundation Berlin (RFBerlin).
  678. Lucie Gadenne, 2017. "Tax Me, but Spend Wisely? Sources of Public Finance and Government Accountability," American Economic Journal: Applied Economics, American Economic Association, vol. 9(1), pages 274-314, January.
  679. Santosh, Kumar & Sebastian, Vollmer, 2011. "Does improved sanitation reduce diarrhea in children in rural India?," MPRA Paper 31804, University Library of Munich, Germany.
  680. Yue Fang & Geert Ridder & Haitian Xie, 2025. "Improving on a Lottery: Efficient Estimation of Optimal Assignment Rules," Papers 2512.19230, arXiv.org, revised Jun 2026.
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  685. Fernando Gaiger Silveira & Bernardo Campolina, 2013. "A Substitute for Substitution: Bolsa Família’s Effects on the Combination of Work and School for Children and Adolescents Aged 10–18," One Pager 235, International Policy Centre.
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  687. Xuewen Lu & Heng Lian & Wanrong Liu, 2012. "Semiparametric estimation for inverse density weighted expectations when responses are missing at random," Journal of Nonparametric Statistics, Taylor & Francis Journals, vol. 24(1), pages 139-152.
  688. Masao Ogaki, 2016. "2015 Japanese Economic Association—Nakahara Prize," The Japanese Economic Review, Springer, vol. 67(1), pages 31-32, March.
  689. Zhang, Peng & Li, Zeyun & Ghardallou, Wafa & Xin, Yan & Cao, Jie, 2023. "Nexus of institutional quality and technological innovation on renewable energy development: Moderating role of green finance," Renewable Energy, Elsevier, vol. 214(C), pages 233-241.
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  691. de Paul Kambou, Sansan Vincent, 2025. "Debt relief instruments and external debt dynamics following natural disasters in developing countries," International Economics, Elsevier, vol. 184(C).
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  694. Andrew W. Stevens & Jim Teal, 2024. "Diversification and resilience of firms in the agrifood supply chain," American Journal of Agricultural Economics, John Wiley & Sons, vol. 106(2), pages 739-778, March.
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  699. Reimer, Matthew N. & Haynie, Alan C., 2018. "Mechanisms matter for evaluating the economic impacts of marine reserves," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 427-446.
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  702. Soares, Rodrigo R. & Souza, Danilo, 2025. "Too much of a good thing: Accelerated growth and crime," Journal of Development Economics, Elsevier, vol. 175(C).
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  704. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
  705. Bryan S. Graham & Guido Imbens & Geert Ridder, 2016. "Identification and efficiency bounds for the average match function under conditionally exogenous matching," CeMMAP working papers 10/16, Institute for Fiscal Studies.
  706. Lechner, Michael, 2004. "Sequential Matching Estimation of Dynamic Causal Models," IZA Discussion Papers 1042, IZA Network @ LISER.
  707. Bocoum, Fadima & Grimm, Michael & Hartwig, Renate & Zongo, Nathalie, 2019. "Can information increase the understanding and uptake of insurance? Lessons from a randomized experiment in rural Burkina Faso," Social Science & Medicine, Elsevier, vol. 220(C), pages 102-111.
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  711. Jikai Jin & Vasilis Syrgkanis, 2024. "Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation," Papers 2402.14264, arXiv.org, revised Jun 2025.
  712. Brett R. Gordon & Florian Zettelmeyer & Neha Bhargava & Dan Chapsky, 2019. "A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook," Marketing Science, INFORMS, vol. 38(2), pages 193-225, March.
  713. Joseph J. Capuno & Carlos Antonio R. Tan, Jr. & Xylee Javier, 2016. "WASH for child health: Some evidence in support of public intervention in the Philippines," UP School of Economics Discussion Papers 201611, University of the Philippines School of Economics.
  714. Giovanni Mastrobuoni & Paolo Pinotti, 2015. "Legal Status and the Criminal Activity of Immigrants," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 175-206, April.
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  716. Masahiro Kato, 2021. "Adaptive Doubly Robust Estimator from Non-stationary Logging Policy under a Convergence of Average Probability," Papers 2102.08975, arXiv.org, revised Mar 2021.
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  718. Georgia Papadogeorgou & Kosuke Imai & Jason Lyall & Fan Li, 2022. "Causal inference with spatio‐temporal data: Estimating the effects of airstrikes on insurgent violence in Iraq," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(5), pages 1969-1999, November.
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  720. Qingliang Wang & Fred Miao & Giri Kumar Tayi & En Xie, 2019. "What makes online content viral? The contingent effects of hub users versus non–hub users on social media platforms," Journal of the Academy of Marketing Science, Springer, vol. 47(6), pages 1005-1026, November.
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  722. Nathan Fiala, 2015. "Economic Consequences of Forced Displacement," Journal of Development Studies, Taylor & Francis Journals, vol. 51(10), pages 1275-1293, October.
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  725. Guido Imbens & Yiqing Xu, 2024. "Comparing Experimental and Nonexperimental Methods: What Lessons Have We Learned Four Decades After LaLonde (1986)?," Papers 2406.00827, arXiv.org, revised May 2025.
  726. Victor Chernozhukov & Mert Demirer & Esther Duflo & Iván Fernández‐Val, 2025. "Fisher–Schultz Lecture: Generic Machine Learning Inference on Heterogeneous Treatment Effects in Randomized Experiments, With an Application to Immunization in India," Econometrica, Econometric Society, vol. 93(4), pages 1121-1164, July.
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  728. Justin Young & Eleanor Wiske Dillon, 2026. "Reevaluating Causal Estimation Methods with Data from a Product Release," Papers 2601.11845, arXiv.org, revised May 2026.
  729. Isaiah Andrews & Emily Oster, 2017. "A Simple Approximation for Evaluating External Validity Bias," NBER Working Papers 23826, National Bureau of Economic Research, Inc.
  730. Jacqueline Mosomi, 2019. "Distributional changes in the gender wage gap in the post-apartheid South African labour market," WIDER Working Paper Series wp-2019-17, World Institute for Development Economic Research (UNU-WIDER).
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  732. Stefan Buechele, 2019. "Should We Trust Math Preparatory Courses? An Empirical Analysis on the Impact of Students' Participation and Attendance on Short- and Medium-Term Effects," MAGKS Papers on Economics 201927, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
  733. Mitsutsugu Hamamoto, 2021. "Impact of the Saitama Prefecture Target-Setting Emissions Trading Program on the adoption of low-carbon technology," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 23(3), pages 501-515, July.
  734. Chirok Han & Goeun Lee, 2017. "Efficient Estimation of Linear Panel Data Models with Sample Selection and Fixed Effects," Discussion Paper Series 1707, Institute of Economic Research, Korea University.
  735. Romina Cavatassi & Mario González & Paul Winters & Jorge Andrade-Piedra & Graham Thiele & Patricio Espinosa, 2009. "Linking Smallholders to the New Agricultural Economy: An Evaluation of the Plataformas Program in Ecuador," Working Papers 09-06, Agricultural and Development Economics Division of the Food and Agriculture Organization of the United Nations (FAO - ESA).
  736. Christoph Rothe, 2012. "Partial Distributional Policy Effects," Econometrica, Econometric Society, vol. 80(5), pages 2269-2301, September.
  737. 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.
  738. 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.
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  740. Paul, Marie & Dörr, Annabelle & Fitzenberger, Bernd & Kruppe, Thomas & Strittmatter, Anthony, 2013. "The Award of a Training Voucher and Labor Market Outcomes," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79918, Verein für Socialpolitik / German Economic Association.
  741. Joseph J. Capuno & Carlos Antonio Tan, Jr. & Xylee Javier, 2016. "Water, sanitation, and hygiene for child health: some evidence in support of public intervention in the Philippines," Philippine Review of Economics, University of the Philippines School of Economics and Philippine Economic Society, vol. 53(2), pages 1-27, December.
  742. Desyllas, Panos & Hughes, Alan, 2010. "Do high technology acquirers become more innovative?," Research Policy, Elsevier, vol. 39(8), pages 1105-1121, October.
  743. Ojehomon, V.E.T. & Rita, A. Digne & Naomishie, Afiavi Agboh & Ayinde, Opeyemi Eyitayo, 2013. "Impact of rice innovation on the Health and Education on Farm Households in Selected States in Nigeria," 2013 Fourth International Conference, September 22-25, 2013, Hammamet, Tunisia 160531, African Association of Agricultural Economists (AAAE).
  744. Emanuela Galasso & Nithin Umapathi, 2009. "Improving nutritional status through behavioural change: lessons from Madagascar," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 1(1), pages 60-85.
  745. Chib, Siddhartha & Hamilton, Barton H., 2002. "Semiparametric Bayes analysis of longitudinal data treatment models," Journal of Econometrics, Elsevier, vol. 110(1), pages 67-89, September.
  746. Antonio Moreno & Christian Terwiesch, 2015. "Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry," Manufacturing & Service Operations Management, INFORMS, vol. 17(4), pages 428-444, October.
  747. Jinyong Hahn, 2023. "Properties of least squares estimator in estimation of average treatment effects," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 14(3), pages 301-313, December.
  748. Yusun Kim & Yilin Hou, 2025. "Property Valuation – Cycle Length and Assessment Outcome," The Journal of Real Estate Finance and Economics, Springer, vol. 71(4), pages 545-586, November.
  749. Ojha, Manini & Yadav, Kartik, 2023. "In good times and bad: Low-cost mobile teaching during a pandemic," Economics of Education Review, Elsevier, vol. 96(C).
  750. Jenny C. Aker & Marcel Fafchamps, 2015. "Mobile Phone Coverage and Producer Markets: Evidence from West Africa," World Bank Economic Review, World Bank Group, vol. 29(2), pages 262-292.
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