Propensity Score Matching

Tài liệu về Propensity Score Matching

Nội dung

Sách

• Cunningham, S. (2021). Causal Inference. The Mixtape. Yale University Press. (Chapter 5)

• Imbens, G. W., & Rubin, D. B. (2015). Causal Inference in Statistics, Social, and Biomedical Sciences. Cambridge University Press. (Chapter 12+13)

• Murnane, R. J., & Willett, J. B. (2010). Methods Matter: Improving Causal Inference in Educational and Social Science Research. Oxford University Press. (Chapter 12)

• Rubin, D. B. (2006). Matched sampling for causal effects. Cambridge University Press.

Bài báo

• Aidt, T. S., & Franck, R. (2015). Democratization under the threat of revolution: Evidence from the Great Reform Act of 1832. Econometrica, 83(2), 505-547.

• Caliendo, M., & Kopeinig, S. (2008). Some practical guidance for the implementation of propensity score matching. Journal of economic surveys, 22(1), 31-72.

• Dehejia, R. H., & Wahba, S. (1999). Causal effects in nonexperimental studies: Reevaluating the evaluation of training programs. Journal of the American statistical Association, 94(448), 1053-1062.

• Dehejia, R. H., & Wahba, S. (2002). Propensity Score Matching Methods for Nonexperimental Causal Studies. The review of Economics and Statistics, 84(1), 151-161.

• Heckman, J. J., Ichimura, H., & Todd, P. (1998). Matching as an Econometric Evaluation Estimator. The Review of Economic Studies, 65(2), 261-294.

• Imai, K., Kim, I. S., & Wang, E. H. (2023). Matching methods for causal inference with time‐series cross‐sectional data. American Journal of Political Science, 67(3), 587-605.

• McKenzie, D., Stillman, S., & Gibson, J. (2010). How important is selection? Experimental vs. non-experimental measures of the income gains from migration. Journal of the European Economic Association, 8(4), 913-945.

• Imbens, G. W. (2015). Matching Methods in Practice: Three Examples. Journal of Human Resources, 50(2), 373-419.

• LaLonde, R. J. (1986). Evaluating the Econometric Evaluations of Training Programs with Experimental Data. The American Economic Review, 604-620.

• Lechner, M. (2002). Program Heterogeneity and Propensity Score Matching: An application to the Evaluation of Active Labor Market Policies. The Review of Economics and Statistics, 84(2), 205-220.

• Rosenbaum, P. R., & Rubin, D. B. (1983). The Central Role of the Propensity Score in Observational Studies for Causal Effects. Biometrika, 70(1), 41-55

• Smith, J. A., & Todd, P. E. (2005). Does Matching Overcome LaLonde’s critique of Nonexperimental Estimators? Journal of Econometrics, 125(1), 305-353.

Phần mềm