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Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators

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Cited by:

  1. Rosholm, Michael & Nielsen, Helena Skyt & Dabalen, Andrew, 2007. "Evaluation of training in African enterprises," Journal of Development Economics, Elsevier, vol. 84(1), pages 310-329, September.
  2. 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.
  3. 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.
  4. Dolton, Peter & Smith, Jeffrey A., 2011. "The Impact of the UK New Deal for Lone Parents on Benefit Receipt," IZA Discussion Papers 5491, Institute of Labor Economics (IZA).
  5. Petri Böckerman & Alex Bryson & Pekka Ilmakunnas, 2013. "Does high involvement management lead to higher pay?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(4), pages 861-885, October.
  6. 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.
  7. Nathalie Greenan & Pierre-Jean Messe, 2018. "Transmission of vocational skills in the second part of careers: the effect of ICT and management changes," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 52(1), pages 1-16, December.
  8. Yasemin Bal Gunduz & Masyita Crystallin, 2014. "Do IMF-Supported Programs Catalyze Donor Assistance to Low-Income Countries?," IMF Working Papers 2014/202, International Monetary Fund.
  9. Frölich, Markus & Lechner, Michael, 2010. "Exploiting Regional Treatment Intensity for the Evaluation of Labor Market Policies," Journal of the American Statistical Association, American Statistical Association, vol. 105(491), pages 1014-1029.
  10. Yasemin Bal Gündüz & Masyita Crystallin, 2018. "Do IMF programs catalyze donor assistance to low-income countries?," The Review of International Organizations, Springer, vol. 13(3), pages 359-393, September.
  11. 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).
  12. Burt S. Barnow & Jeffrey Smith, 2015. "Employment and Training Programs," NBER Chapters, in: Economics of Means-Tested Transfer Programs in the United States, Volume 2, pages 127-234, National Bureau of Economic Research, Inc.
  13. Moran, John R. & Short, Pamela Farley & Hollenbeak, Christopher S., 2011. "Long-term employment effects of surviving cancer," Journal of Health Economics, Elsevier, vol. 30(3), pages 505-514, May.
  14. Tamini, Lota D., 2011. "A nonparametric analysis of the impact of agri-environmental advisory activities on best management practice adoption: A case study of Québec," Ecological Economics, Elsevier, vol. 70(7), pages 1363-1374, May.
  15. Mario Liebensteiner, 2014. "Estimating the Income Gain of Seasonal Labor Migration," Review of Development Economics, Wiley Blackwell, vol. 18(4), pages 667-680, November.
  16. Martin Biewen & Bernd Fitzenberger & Aderonke Osikominu & Marie Paul, 2014. "The Effectiveness of Public-Sponsored Training Revisited: The Importance of Data and Methodological Choices," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 837-897.
  17. Candon, David, 2015. "The effects of cancer on older workers in the English labour market," Economics & Human Biology, Elsevier, vol. 18(C), pages 74-84.
  18. Inha Oh & Jeong-Dong Lee & Almas Heshmati & Gyoung-Gyu Choi, 2009. "Evaluation of credit guarantee policy using propensity score matching," Small Business Economics, Springer, vol. 33(3), pages 335-351, October.
  19. Gustavo Canavire-Bacarreza & Luis Castro Peñarrieta & Darwin Ugarte Ontiveros, 2021. "Outliers in Semi-Parametric Estimation of Treatment Effects," Econometrics, MDPI, vol. 9(2), pages 1-32, April.
  20. Tobias Brändle & Lukas Fervers, 2017. "Give it Another Try: What are the Effects of a Public Employment Scheme Especially Designed for Hard-to-Place Workers?," IAW Discussion Papers 129, Institut für Angewandte Wirtschaftsforschung (IAW).
  21. Fitzenberger, Bernd & Sommerfeld, Katrin & Steffes, Susanne, 2013. "Causal effects on employment after first birth — A dynamic treatment approach," Labour Economics, Elsevier, vol. 25(C), pages 49-62.
  22. Markus Frölich & Martin Huber, 2014. "Treatment Evaluation With Multiple Outcome Periods Under Endogeneity and Attrition," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 109(508), pages 1697-1711, December.
  23. Fredrik Andersson & Harry J. Holzer & Julia I. Lane & David Rosenblum & Jeffrey Smith, 2013. "Does Federally-Funded Job Training Work? Nonexperimental Estimates of WIA Training Impacts Using Longitudinal Data on Workers and Firms," NBER Working Papers 19446, National Bureau of Economic Research, Inc.
  24. 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.
  25. Nicolas CARAYOL & Marianne LANOË, 2017. "The Impact of Project-Based Funding in Science: \r\nLessons from the ANR Experience," Cahiers du GREThA (2007-2019) 2017-04, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
  26. Martin Huber & Michael Lechner & Andreas Steinmayr, 2015. "Radius matching on the propensity score with bias adjustment: tuning parameters and finite sample behaviour," Empirical Economics, Springer, vol. 49(1), pages 1-31, August.
  27. Frölich, Markus & Huber, Martin & Wiesenfarth, Manuel, 2017. "The finite sample performance of semi- and non-parametric estimators for treatment effects and policy evaluation," Computational Statistics & Data Analysis, Elsevier, vol. 115(C), pages 91-102.
  28. Carlos A. Flores & Oscar A. Mitnik, 2009. "Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data," Working Papers 2010-10, University of Miami, Department of Economics.
  29. Frölich, Markus & Michaelowa, Katharina, 2004. "Peer effects and textbooks in primary education: Evidence from francophone sub-Saharan Africa," HWWA Discussion Papers 311, Hamburg Institute of International Economics (HWWA).
  30. Brandon Schaufele, 2013. "Dissent in Parliament as Reputation Building," Working Papers 1301E, University of Ottawa, Department of Economics.
  31. Crinò, Rosario, 2012. "Imported inputs and skill upgrading," Labour Economics, Elsevier, vol. 19(6), pages 957-969.
  32. Steven Lehrer & Gregory Kordas, 2013. "Matching using semiparametric propensity scores," Empirical Economics, Springer, vol. 44(1), pages 13-45, February.
  33. Sant’Anna, Pedro H.C. & Song, Xiaojun, 2019. "Specification tests for the propensity score," Journal of Econometrics, Elsevier, vol. 210(2), pages 379-404.
  34. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2005. "Evaluating the effect of education on earnings: models, methods and results from the National Child Development Survey," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(3), pages 473-512, July.
  35. Christian Volpe Martincus & Jerónimo Carballo, 2010. "Entering new country and product markets: does export promotion help?," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 146(3), pages 437-467, September.
  36. Kevin Stange, 2011. "A Longitudinal Analysis of the Relationship Between Fertility Timing and Schooling," Demography, Springer;Population Association of America (PAA), vol. 48(3), pages 931-956, August.
  37. Lechner, Michael, 2004. "Sequential Matching Estimation of Dynamic Causal Models," IZA Discussion Papers 1042, Institute of Labor Economics (IZA).
  38. Paweł Strawiński, 2011. "Dynamic Caliper Matching," Central European Journal of Economic Modelling and Econometrics, Central European Journal of Economic Modelling and Econometrics, vol. 3(2), pages 97-110, June.
  39. Frappa, S. & Mésonnier, J-S., 2009. "The housing price boom of the late ’90s: did inflation targeting matter?," Working papers 255, Banque de France.
  40. Michael Lechner, 2007. "A Note on the Relation of Weighting and Matching Estimators," University of St. Gallen Department of Economics working paper series 2007 2007-34, Department of Economics, University of St. Gallen.
  41. Pohlmeier, Winfried & Seiberlich, Ruben & Uysal, Selver Derya, 2016. "A simple and successful shrinkage method for weighting estimators of treatment effects," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 512-525.
  42. Marco Biagetti & Sergio Scicchitano, 2016. "Are women in supervisory positions more discriminated against? A multinomial approach," Working Papers 2, Department of the Treasury, Ministry of the Economy and of Finance.
  43. Zhao, Zhong, 2008. "Sensitivity of propensity score methods to the specifications," Economics Letters, Elsevier, vol. 98(3), pages 309-319, March.
  44. Jawid, Asadullah & Khadjavi, Menusch, 2019. "Adaptation to climate change in Afghanistan: Evidence on the impact of external interventions," Economic Analysis and Policy, Elsevier, vol. 64(C), pages 64-82.
  45. Bhatt, Rachana & Koedel, Cory & Lehmann, Douglas, 2013. "Is curriculum quality uniform? Evidence from Florida," Economics of Education Review, Elsevier, vol. 34(C), pages 107-121.
  46. 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.
  47. 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).
  48. Ayala, Luis & Rodríguez, Magdalena, 2013. "Health-related effects of welfare-to-work policies," Social Science & Medicine, Elsevier, vol. 93(C), pages 103-112.
  49. Janina Reinkowski, 2014. "Empirical Essays in the Economics of Ageing and the Economics of Innovation," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 53.
  50. Peter R. Mueser & Kenneth R. Troske & Alexey Gorislavsky, 2007. "Using State Administrative Data to Measure Program Performance," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 761-783, November.
  51. Tobias Brändle & Lukas Fervers, 2021. "Give it Another Try: What are the Effects of a Job Creation Scheme Especially Designed for Hard-to-Place Workers?," Journal of Labor Research, Springer, vol. 42(3), pages 382-417, December.
  52. 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.
  53. Stefanie Behncke & Markus Frölich & Michael Lechner, 2010. "Unemployed and their caseworkers: should they be friends or foes?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(1), pages 67-92, January.
  54. Krishnan, Pramila & Krutikova, Sofya, 2013. "Non-cognitive skill formation in poor neighbourhoods of urban India," Labour Economics, Elsevier, vol. 24(C), pages 68-85.
  55. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2003. "Evaluating the impact of education on earnings in the UK: Models, methods and results from the NCDS," IFS Working Papers W03/20, Institute for Fiscal Studies.
  56. Jose C. Galdo & Jeffrey Smith & Dan Black, 2008. "Bandwidth Selection and the Estimation of Treatment Effects with Unbalanced Data," Annals of Economics and Statistics, GENES, issue 91-92, pages 189-216.
  57. Ayala, Luis & Rodriguez, Magdalena, 2006. "The latin model of welfare: Do `insertion contracts' reduce long-term dependence?," Labour Economics, Elsevier, vol. 13(6), pages 799-822, December.
  58. Huber, Martin & Lechner, Michael & Wunsch, Conny, 2010. "How to Control for Many Covariates? Reliable Estimators Based on the Propensity Score," IZA Discussion Papers 5268, Institute of Labor Economics (IZA).
  59. Shangmou Xu & Sean Kelly, 2020. "Re-Examining the Public–Catholic School Gap in STEM Opportunity to Learn: New Evidence from HSLS," Social Sciences, MDPI, vol. 9(8), pages 1-27, July.
  60. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
  61. Tamini, Lota D., 2009. "Agri-Environment Advisory Activities Effects on Best Management Practices Adoption," MPRA Paper 18961, University Library of Munich, Germany.
  62. 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.
  63. Mengshan Xu & Taisuke Otsu, 2022. "Isotonic propensity score matching," Papers 2207.08868, arXiv.org.
  64. Backes, Ben & Cowan, James & Goldhaber, Dan & Koedel, Cory & Miller, Luke C. & Xu, Zeyu, 2018. "The common core conundrum: To what extent should we worry that changes to assessments will affect test-based measures of teacher performance?," Economics of Education Review, Elsevier, vol. 62(C), pages 48-65.
  65. Guo, Shenyang & Barth, Richard P. & Gibbons, Claire, 2006. "Propensity score matching strategies for evaluating substance abuse services for child welfare clients," Children and Youth Services Review, Elsevier, vol. 28(4), pages 357-383, April.
  66. Candon, David, 2018. "The effect of cancer on the labor supply of employed men over the age of 65," Economics & Human Biology, Elsevier, vol. 31(C), pages 184-199.
  67. Zhexiao Lin & Fang Han, 2022. "On regression-adjusted imputation estimators of the average treatment effect," Papers 2212.05424, arXiv.org.
  68. Gevrek, Z. Eylem & Gevrek, Deniz & Neumeier, Christian, 2020. "Explaining the gender gaps in mathematics achievement and attitudes: The role of societal gender equality," Economics of Education Review, Elsevier, vol. 76(C).
  69. Markus Frölich, 2007. "On the inefficiency of propensity score matching," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 91(3), pages 279-290, October.
  70. Behncke S, 2009. "How Does Retirement Affect Health?," Health, Econometrics and Data Group (HEDG) Working Papers 09/11, HEDG, c/o Department of Economics, University of York.
  71. Zsombor Cseres-Gergely, 2012. "Can the modernisation of a public employment service be an effective labour market intervention? The Hungarian experience, 2004-2008," European Journal of Government and Economics, Europa Grande, vol. 1(2), pages 145-162, December.
  72. Michael Lechner & Markus Froelich, 2010. "Combining Matching and Nonparametric IV Estimation: Theory and an Application to the Evaluation of Active Labour Market Policies," University of St. Gallen Department of Economics working paper series 2010 2010-21, Department of Economics, University of St. Gallen.
  73. Heinesen, Eskil & Kolodziejczyk, Christophe, 2013. "Effects of breast and colorectal cancer on labour market outcomes—Average effects and educational gradients," Journal of Health Economics, Elsevier, vol. 32(6), pages 1028-1042.
  74. Markus Frölich, 2006. "A Note on Parametric and Nonparametric Regression in the Presence of Endogenous Control Variables," University of St. Gallen Department of Economics working paper series 2006 2006-11, Department of Economics, University of St. Gallen.
  75. Adeola Oyenubi, 2020. "A note on Covariate Balancing Propensity Score and Instrument-like variables," Economics Bulletin, AccessEcon, vol. 40(1), pages 202-209.
  76. von Eije, Henk & Goyal, Abhinav & Muckley, Cal B., 2014. "Does the information content of payout initiations and omissions influence firm risks?," Journal of Econometrics, Elsevier, vol. 183(2), pages 222-229.
  77. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
  78. Gevrek, Z. Eylem & Seiberlich, Ruben R., 2014. "Semiparametric decomposition of the gender achievement gap: An application for Turkey," Labour Economics, Elsevier, vol. 31(C), pages 27-44.
  79. Kevin Arceneaux & Alan S. Gerber & Donald P. Green, 2010. "A Cautionary Note on the Use of Matching to Estimate Causal Effects: An Empirical Example Comparing Matching Estimates to an Experimental Benchmark," Sociological Methods & Research, , vol. 39(2), pages 256-282, November.
  80. James Levinsohn & Zoë M. McLaren & Olive Shisana & Khangelani Zuma, 2013. "HIV Status and Labor Market Participation in South Africa," The Review of Economics and Statistics, MIT Press, vol. 95(1), pages 98-108, March.
  81. Huber, Martin & Lechner, Michael & Wunsch, Conny, 2013. "The performance of estimators based on the propensity score," Journal of Econometrics, Elsevier, vol. 175(1), pages 1-21.
  82. Taisuke Otsu & Mengshan Xu, 2022. "Isotonic propensity score matching," STICERD - Econometrics Paper Series 623, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
  83. Lechner, Michael, 2013. "Treatment effects and panel data," Economics Working Paper Series 1314, University of St. Gallen, School of Economics and Political Science.
  84. Janina Reinkowski, 2013. "Should We Care that They Care? Grandchild Care and Its Impact on Grandparent Health," ifo Working Paper Series 165, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
  85. Chabé-Ferret, Sylvain, 2012. "Matching vs Differencing when Estimating Treatment Effects with Panel Data: the Example of the Effect of Job Training Programs on Earnings," TSE Working Papers 12-356, Toulouse School of Economics (TSE).
  86. Gustavo A. Crespi & Alessandro Maffioli & Pierre Mohnen & Gonzalo Vázquez, 2011. "Evaluating the Impact of Science, Technology and Innovation Programs: a Methodological Toolkit," SPD Working Papers 1104, Inter-American Development Bank, Office of Strategic Planning and Development Effectiveness (SPD).
  87. Cory Koedel & Diyi Li & Morgan S. Polikoff & Tenice Hardaway & Stephani L. Wrabel, 2016. "Mathematics Curriculum Effects on Student Achievement in California," Working Papers 1612, Department of Economics, University of Missouri.
  88. Garbero, A., 2016. "IFAD RESEARCH SERIES 7 - Measuring IFAD’s impact: background paper to the IFAD9 Impact Assessment Initiative," IFAD Research Series 280045, International Fund for Agricultural Development (IFAD).
  89. Lee, Ying-Ying, 2018. "Efficient propensity score regression estimators of multivalued treatment effects for the treated," Journal of Econometrics, Elsevier, vol. 204(2), pages 207-222.
  90. Dehejia Rajeev, 2015. "Experimental and Non-Experimental Methods in Development Economics: A Porous Dialectic," Journal of Globalization and Development, De Gruyter, vol. 6(1), pages 47-69, June.
  91. Maciej Jakubowski, 2010. "Latent Variables and Propensity Score Matching," Working Papers 2010-06, Faculty of Economic Sciences, University of Warsaw.
  92. Frappa, Sébastien & Mésonnier, Jean-Stéphane, 2010. "The housing price boom of the late 1990s: Did inflation targeting matter?," Journal of Financial Stability, Elsevier, vol. 6(4), pages 243-254, December.
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