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Reconciling Conflicting Evidence on the Performance of Propensity-Score Matching Methods

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Cited by:

  1. Kirk, Marcus, 2011. "Research for sale: Determinants and consequences of paid-for analyst research," Journal of Financial Economics, Elsevier, vol. 100(1), pages 182-200, April.
  2. repec:mpr:mprres:7808 is not listed on IDEAS
  3. Arnaud Chevalier & Tarja K. Viitanen & Tarja K. Viitanen, 2003. "The long-run labour market consequences of teenage motherhood in Britain," Journal of Population Economics, Springer;European Society for Population Economics, vol. 16(2), pages 323-343, May.
  4. Mary Kay Fox & Elizabeth Gearan & Charlotte Cabili & Dallas Dotter & Katherine Niland & Liana Washburn & Nora Paxton & Lauren Olsho & Lindsay LeClair & Vinh Tran, "undated". "School Nutrition and Meal Cost Study Final Report Volume 4: Student Participation, Satisfaction, Plate Waste, and Dietary Intakes," Mathematica Policy Research Reports ac91609c7ade415d91a82938c, Mathematica Policy Research.
  5. Donald, Stephen G. & Hsu, Yu-Chin, 2014. "Estimation and inference for distribution functions and quantile functions in treatment effect models," Journal of Econometrics, Elsevier, vol. 178(P3), pages 383-397.
  6. 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.
  7. Adriana Kugler & Maurice Kugler & Juan Saavedra & Luis Omar Herrera Prada, 2015. "Long-Term Educational Consequences of Vocational Training in Colombia: Impacts on Young Trainees and Their Relatives," NBER Working Papers 21607, National Bureau of Economic Research, Inc.
  8. Ichimura, Hidehiko & Todd, Petra E., 2007. "Implementing Nonparametric and Semiparametric Estimators," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 74, Elsevier.
  9. Ravallion, Martin, 2008. "Evaluating Anti-Poverty Programs," Handbook of Development Economics, in: T. Paul Schultz & John A. Strauss (ed.), Handbook of Development Economics, edition 1, volume 4, chapter 59, pages 3787-3846, Elsevier.
  10. Michael Lechner, 2004. "Sequential Matching Estimation of Dynamic Causal Models," University of St. Gallen Department of Economics working paper series 2004 2004-06, Department of Economics, University of St. Gallen.
  11. de Brauw, Alan & Hoddinott, John, 2011. "Must conditional cash transfer programs be conditioned to be effective? The impact of conditioning transfers on school enrollment in Mexico," Journal of Development Economics, Elsevier, vol. 96(2), pages 359-370, November.
  12. Hartmut Lehmann & Jonathan Wadsworth, 2001. "Wage Arrears and the Distribution of Earnings in Russia," William Davidson Institute Working Papers Series 421, William Davidson Institute at the University of Michigan.
  13. Sandra Cavaco & Denis Fougère & Julien Pouget, 2013. "Estimating the effect of a retraining program on the re-employment rate of displaced workers," Empirical Economics, Springer, vol. 44(1), pages 261-287, February.
  14. Magdalena Smyk & Joanna Tyrowicz & Lucas van der Velde, 2021. "A Cautionary Note on the Reliability of the Online Survey Data: The Case of Wage Indicator," Sociological Methods & Research, , vol. 50(1), pages 429-464, February.
  15. Kumwenda, Samson, 2016. "The Impact Of Beekeeping On The Household Income Of Small Holder Farmers: A Case Of Mikunku In Kapiri-Mposhi District Of Zambia," Research Theses 276454, Collaborative Masters Program in Agricultural and Applied Economics.
  16. Tarja Viitanen, 2014. "The motherhood wage gap in the UK over the life cycle," Review of Economics of the Household, Springer, vol. 12(2), pages 259-276, June.
  17. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
  18. Ferman, Bruno, 2021. "Matching estimators with few treated and many control observations," Journal of Econometrics, Elsevier, vol. 225(2), pages 295-307.
  19. Chudgar, Amita & Quin, Elizabeth, 2012. "Relationship between private schooling and achievement: Results from rural and urban India," Economics of Education Review, Elsevier, vol. 31(4), pages 376-390.
  20. Phadera,Lokendra & Sharma,Dhiraj & Wai-Poi,Matthew Grant, 2020. "Iraq's Universal Public Distribution System : Utilization and Impacts During Displacement," Policy Research Working Paper Series 9155, The World Bank.
  21. Naseer, Muhammad Farooq & Patnam, Manasa & Raza, Reehana R., 2010. "Transforming public schools: Impact of the CRI program on child learning in Pakistan," Economics of Education Review, Elsevier, vol. 29(4), pages 669-683, August.
  22. Averett, Susan L. & Smith, Julie K., 2012. "Indebted and Overweight: The Link Between Weight and Household Debt," IZA Discussion Papers 6898, Institute of Labor Economics (IZA).
  23. Davis, K. & Nkonya, E. & Kato, E. & Mekonnen, D.A. & Odendo, M. & Miiro, R. & Nkuba, J., 2012. "Impact of Farmer Field Schools on Agricultural Productivity and Poverty in East Africa," World Development, Elsevier, vol. 40(2), pages 402-413.
  24. Arun Advani & Toru Kitagawa & Tymon Słoczyński, 2019. "Mostly harmless simulations? Using Monte Carlo studies for estimator selection," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 893-910, September.
  25. Eric Santor, 2003. "Crisis bancarias y contagio: evidencia empírica," Monetaria, CEMLA, vol. 0(3), pages 293-344, julio-sep.
  26. Emanuela Galasso & Martin Ravallion & Agustin Salvia, 2004. "Assisting the Transition from Workfare to Work: A Randomized Experiment," ILR Review, Cornell University, ILR School, vol. 58(1), pages 128-142, October.
  27. Buddelmeyer, Hielke & Skoufias, Emmanuel, 2003. "An Evaluation of the Performance of Regression Discontinuity Design on PROGRESA," IZA Discussion Papers 827, Institute of Labor Economics (IZA).
  28. Betcherman, Gordon & Olivas, Karina & Dar, Amit, 2004. "Impacts of active labor market programs : new evidence from evaluations with particular attention to developing and transition countries," Social Protection Discussion Papers and Notes 29142, The World Bank.
  29. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
  30. Madajewicz, Malgosia & Pfaff, Alexander & van Geen, Alexander & Graziano, Joseph & Hussein, Iftikhar & Momotaj, Hasina & Sylvi, Roksana & Ahsan, Habibul, 2007. "Can information alone change behavior? Response to arsenic contamination of groundwater in Bangladesh," Journal of Development Economics, Elsevier, vol. 84(2), pages 731-754, November.
  31. Nassul S. Kabunga & Thomas Dubois & Matin Qaim, 2012. "Yield Effects of Tissue Culture Bananas in Kenya: Accounting for Selection Bias and the Role of Complementary Inputs," Journal of Agricultural Economics, Wiley Blackwell, vol. 63(2), pages 444-464, June.
  32. Brent C Smith & Kenneth N. Daniels, 2018. "Unintended Consequences of Risk Based Pricing: Racial Differences in Mortgage Costs," Journal of Financial Services Research, Springer;Western Finance Association, vol. 54(3), pages 323-343, December.
  33. Varouj A. Aivazian & Eric Santor, 2008. "Financial constraints and investment: assessing the impact of a World Bank credit program on small and medium enterprises in Sri Lanka," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 41(2), pages 475-500, May.
  34. Timothy B. Armstrong & Michal Kolesár, 2021. "Finite‐Sample Optimal Estimation and Inference on Average Treatment Effects Under Unconfoundedness," Econometrica, Econometric Society, vol. 89(3), pages 1141-1177, May.
  35. Benjamin G. Hyman, 2022. "Can Displaced Labor Be Retrained? Evidence from Quasi-Random Assignment to Trade Adjustment Assistance," Working Papers 22-05, Center for Economic Studies, U.S. Census Bureau.
  36. Ron Zimmer & Brian Gill & Jonathon Attridge & Kaitlin Obenauf, 2014. "Charter School Authorizers and Student Achievement," Education Finance and Policy, MIT Press, vol. 9(1), pages 59-85, January.
  37. Tymon Słoczyński, 2015. "The Oaxaca–Blinder Unexplained Component as a Treatment Effects Estimator," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(4), pages 588-604, August.
  38. Sergio Firpo, 2007. "Efficient Semiparametric Estimation of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 75(1), pages 259-276, January.
  39. Guildo W. Imbens, 2003. "Sensitivity to Exogeneity Assumptions in Program Evaluation," American Economic Review, American Economic Association, vol. 93(2), pages 126-132, May.
  40. Cheng, Lei & Sun, Zhen, 2021. "The white elephant in IP management market frictions, market connections and escalation of commitment," China Economic Review, Elsevier, vol. 67(C).
  41. Antonio Trujillo & Jorge Portillo & John Vernon, 2005. "The Impact of Subsidized Health Insurance for the Poor: Evaluating the Colombian Experience Using Propensity Score Matching," International Journal of Health Economics and Management, Springer, vol. 5(3), pages 211-239, September.
  42. Haensch, Anna-Carolina & Drechsler, Jörg & Bernhard, Sarah, 2020. "TippingSens: An R Shiny Application to Facilitate Sensitivity Analysis for Causal Inference Under Confounding," IAB-Discussion Paper 202029, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
  43. Daniel O. Gilligan & John Hoddinott, 2007. "Is There Persistence in the Impact of Emergency Food Aid? Evidence on Consumption, Food Security, and Assets in Rural Ethiopia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(2), pages 225-242.
  44. Rodrigo Martín-García & Jorge Morán Santor, 2021. "Public guarantees: a countercyclical instrument for SME growth. Evidence from the Spanish Region of Madrid," Small Business Economics, Springer, vol. 56(1), pages 427-449, January.
  45. Yi, Yuanyuan, 2023. "Devolution of tenure rights in forestland in China: Impact on investment and forest growth," Forest Policy and Economics, Elsevier, vol. 154(C).
  46. Rafael Gomez & Eric Santor, 2003. "Do Peer Group Members Outperform Individual Borrowers? A Test of Peer Group Lending Using Canadian Micro-Credit Data," Staff Working Papers 03-33, Bank of Canada.
  47. Kate Upton, 2018. "Investor Relations Role in Merger and Acquisition Activity," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 8(02), pages 1-28, June.
  48. Advani, Arun & Sloczynski, Tymon, 2013. "Mostly Harmless Simulations? On the Internal Validity of Empirical Monte Carlo Studies," IZA Discussion Papers 7874, Institute of Labor Economics (IZA).
  49. Firpo, Sergio & Galvao, Antonio F. & Parker, Thomas, 2023. "Uniform inference for value functions," Journal of Econometrics, Elsevier, vol. 235(2), pages 1680-1699.
  50. Timothy J. Bartik, 2004. "Evaluating the Impacts of Local Economic Development Policies on Local Economic Outcomes: What Has Been Done and What Is Doable?," Book chapters authored by Upjohn Institute researchers, in: Evaluating Local Economic and Employment Development: How to Access Waht Works Among Programmes and Policies, pages 113-142, W.E. Upjohn Institute for Employment Research.
  51. Marco Caliendo & Michel Clement & Dominik Papies & Sabine Scheel-Kopeinig, 2012. "Research Note ---The Cost Impact of Spam Filters: Measuring the Effect of Information System Technologies in Organizations," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 1068-1080, September.
  52. Alberto Abadie & Guido W. Imbens, 2002. "Simple and Bias-Corrected Matching Estimators for Average Treatment Effects," NBER Technical Working Papers 0283, National Bureau of Economic Research, Inc.
  53. James Heckman & Salvador Navarro-Lozano, 2004. "Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 30-57, February.
  54. Essama-Nssah, B., 2006. "Propensity score matching and policy impact analysis - a demonstration in EViews," Policy Research Working Paper Series 3877, The World Bank.
  55. Allison, Lee & Liu, Yu & Murtinu, Samuele & Wei, Zuobao, 2023. "Gender and firm performance around the world: The roles of finance, technology and labor," Journal of Business Research, Elsevier, vol. 154(C).
  56. Anh Ngoc Nguyen & Jim Taylor & Steve Bradley, 2006. "The Estimated Effect Of Catholic Schooling On Educational Outcomes Using Propensity Score Matching," Bulletin of Economic Research, Wiley Blackwell, vol. 58(4), pages 285-307, October.
  57. Doyle, William R., 2009. "The effect of community college enrollment on bachelor's degree completion," Economics of Education Review, Elsevier, vol. 28(2), pages 199-206, April.
  58. Diop, Ndiame & Brenton, Paul & Asarkaya, Yakup, 2005. "Trade costs, export development, and poverty in Rwanda," Policy Research Working Paper Series 3784, The World Bank.
  59. Markus Gangl & Thomas A. DiPrete, 2004. "Kausalanalyse durch Matchingverfahren," Discussion Papers of DIW Berlin 401, DIW Berlin, German Institute for Economic Research.
  60. Mariapia Mendola & Mengesha Yayo Negasi, 2019. "Nutritional and Schooling Impact of a Cash Transfer Program in Ethiopia: A Retrospective Analysis of Childhood Experience," Development Working Papers 451, Centro Studi Luca d'Agliano, University of Milano.
  61. William Casey Boland & Marybeth Gasman & Andrés Castro Samayoa & DeShaun Bennett, 2021. "The Effect of Enrolling in Minority Serving Institutions on Earnings Compared to Non-minority Serving Institutions: A College Scorecard Analysis," Research in Higher Education, Springer;Association for Institutional Research, vol. 62(2), pages 121-150, March.
  62. Ana I. Balsa & Michael T. French, 2011. "The Impact of Parental Drinking on Children’s Use of Health Care," Documentos de Trabajo/Working Papers 1101, Facultad de Ciencias Empresariales y Economia. Universidad de Montevideo..
  63. Adriana Kugler & Maurice Kugler & Juan E. Saavedra & Luis Omar Herrera-Prada, 2022. "Long-Term Educational Consequences of Vocational Training in Colombia: Impacts on Young Trainees and Their Relatives," Journal of Human Resources, University of Wisconsin Press, vol. 57(1), pages 178-216.
  64. D. Mark Anderson, 2013. "The Impact Of Hiv Education On Behavior Among Youths: A Propensity Score Matching Approach," Contemporary Economic Policy, Western Economic Association International, vol. 31(3), pages 503-527, July.
  65. 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.
  66. Islam, Abu Hayat, 2015. "Can Integrated Rice-Fish System Increase Welfare of the Marginalized Extreme Poor in Bangladesh? A DID Matching Approach," 2015 Conference, August 9-14, 2015, Milan, Italy 211792, International Association of Agricultural Economists.
  67. Guanglei Hong & Fan Yang & Xu Qin, 2021. "Did you conduct a sensitivity analysis? A new weighting‐based approach for evaluations of the average treatment effect for the treated," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(1), pages 227-254, January.
  68. Tobias Schmidt & Julia Le Blanc, 2017. "Do homeowners save more? – Evidence from the Panel on Household Finances (PHF)," ERES eres2017_110, European Real Estate Society (ERES).
  69. Eric Santor, 2003. "Banking Crises and Contagion: Empirical Evidence," Staff Working Papers 03-1, Bank of Canada.
  70. 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.
  71. Paloma Taltavull de La Paz & V. Raul Perez-Sanchez & Raul-Tomas Mora-Garcia & Juan-Carlos Perez-Sanchez, 2019. "Green Premium Evidence from Climatic Areas: A Case in Southern Europe, Alicante (Spain)," Sustainability, MDPI, vol. 11(3), pages 1-29, January.
  72. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
  73. Sarah Tahamont & Zubin Jelveh & Aaron Chalfin & Shi Yan & Benjamin Hansen, 2019. "Administrative Data Linking and Statistical Power Problems in Randomized Experiments," NBER Working Papers 25657, National Bureau of Economic Research, Inc.
  74. Bajo, Emanuele & Raimondo, Carlo, 2017. "Media sentiment and IPO underpricing," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 139-153.
  75. Olayinka Oyekola & Olapeju C. Ogunmokun & Martha A. Omolo & Samuel Odewunmi, 2023. "Gender, Legal Origin, and Accounting Disclosure: Evidence from More Than 140,000 Firms," Discussion Papers 2313, University of Exeter, Department of Economics.
  76. Zhang, Junjie & Jia, Rongwen & Yang, Hangjun & Dong, Kangyin, 2022. "Does electric vehicle promotion in the public sector contribute to urban transport carbon emissions reduction?," Transport Policy, Elsevier, vol. 125(C), pages 151-163.
  77. Wright, Danika & Yanotti, María B., 2019. "Home advantage: The preference for local residential real estate investment," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
  78. Paramasivam Ramasamy & Umanath Malaiarasan, 2023. "Agricultural credit in India: determinants and effects," Indian Economic Review, Springer, vol. 58(1), pages 169-195, June.
  79. Klein, Thilo, 2017. "Intermediation in peer-to-peer markets: Evidence from auctions for personal loans," ZEW Discussion Papers 17-073, ZEW - Leibniz Centre for European Economic Research.
  80. Mooney, Sian & Young, Douglas & Cobourn, Kelly & Islam, Samia, 2013. "Multidisciplinary Research: Implications for Agricultural and Applied Economists," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 45(2), pages 1-16, May.
  81. 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.
  82. Joseph Hotz, V. & Imbens, Guido W. & Mortimer, Julie H., 2005. "Predicting the efficacy of future training programs using past experiences at other locations," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 241-270.
  83. Ana Kolar & Peter M. Steiner, 2021. "The Role of Sample Size to Attain Statistically Comparable Groups – A Required Data Preprocessing Step to Estimate Causal Effects With Observational Data," Evaluation Review, , vol. 45(5), pages 195-227, October.
  84. Donovan, Cynthia & Bailey, Linda, 2005. "Understanding Rwandan Agricultural Households’ Strategies to Deal with Prime Age Illness and Death: A Propensity Score Matching Approach," Food Security Collaborative Working Papers 55122, Michigan State University, Department of Agricultural, Food, and Resource Economics.
  85. Ana I. Balsa & Michael T. French, 2010. "Alcohol use and the labor market in Uruguay," Health Economics, John Wiley & Sons, Ltd., vol. 19(7), pages 833-854, July.
  86. Cobb-Clark Deborah A. & Harmon Colm & Staneva Anita, 2021. "The bilingual gap in children's language, emotional, and pro-social development," IZA Journal of Labor Economics, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 10(1), pages 1-41, January.
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  88. Hillebrandt, Marc-André, 2022. "Impact of changes in relationship status on smoking behavior and body weight," Economics & Human Biology, Elsevier, vol. 44(C).
  89. Alison Snow Jones & David W. Richmond, 2006. "Causal effects of alcoholism on earnings: estimates from the NLSY," Health Economics, John Wiley & Sons, Ltd., vol. 15(8), pages 849-871, August.
  90. Attanasio, Orazio & Kugler, Adriana & Meghir, Costas, 2009. "Subsidizing Vocational Training for Disadvantaged Youth in Developing Countries: Evidence from a Randomized Trial," IZA Discussion Papers 4251, Institute of Labor Economics (IZA).
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  92. Xu, Jian & Liu, Yu & Abdoh, Hussein, 2022. "Foreign ownership and productivity," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 624-642.
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  96. LeDang TRUNG, 2013. "Economic and Welfare Impacts of Disasters in East Asia and Policy ResponsesL The Case of Vietnam," Working Papers DP-2013-11, Economic Research Institute for ASEAN and East Asia (ERIA).
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  99. Monica Lambon-Quayefio & Nkechi S. Owoo, 2017. "Determinants and the impact of the National Health Insurance on neonatal mortality in Ghana," Health Economics Review, Springer, vol. 7(1), pages 1-16, December.
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  101. Xiaoqing Dai & Lijie Pu & Fangping Rao, 2017. "Assessing the Effect of a Crop-Tree Intercropping Program on Smallholders’ Incomes in Rural Xinjiang, China," Sustainability, MDPI, vol. 9(9), pages 1-19, August.
  102. Janice Tripney & Jorge Hombrados & Mark Newman & Kimberly Hovish & Chris Brown & Katarzyna Steinka‐Fry & Eric Wilkey, 2013. "Technical and Vocational Education and Training (TVET) Interventions to Improve the Employability and Employment of Young People in Low‐ and Middle‐Income Countries: A Systematic Review," Campbell Systematic Reviews, John Wiley & Sons, vol. 9(1), pages 1-171.
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  105. Kyungchul Song, 2007. "Testing Conditional Independence via Rosenblatt Transforms," PIER Working Paper Archive 07-026, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
  106. Michela Bia & German Blanco & Marie Valentova, 2021. "The Causal Impact of Taking Parental Leave on Wages: Evidence from 2005 to 2015," LISER Working Paper Series 2021-08, Luxembourg Institute of Socio-Economic Research (LISER).
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