Villa, Juan M. (2012): Simplifying the estimation of difference in differences treatment effects with Stata.
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Abstract
This paper explains the insights of the Stata's user written command diff for the estimation of Difference in Differences treatment effects (DID). The options and the formulas are detailed for the single DID, Kernel Propensity Score DID, Quantile DID and the balancing properties . An example of the features of diff is presented by using the dataset from Card and Krueger (1994).
Item Type: | MPRA Paper |
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Original Title: | Simplifying the estimation of difference in differences treatment effects with Stata |
Language: | English |
Keywords: | Difference in differences, causal inference, kernel propensity score, quantile treatment effects, quasi-experiments |
Subjects: | B - History of Economic Thought, Methodology, and Heterodox Approaches > B2 - History of Economic Thought since 1925 > B23 - Econometrics ; Quantitative and Mathematical Studies C - Mathematical and Quantitative Methods > C8 - Data Collection and Data Estimation Methodology ; Computer Programs > C87 - Econometric Software C - Mathematical and Quantitative Methods > C0 - General > C01 - Econometrics |
Item ID: | 43943 |
Depositing User: | JUAN M. VILLA |
Date Deposited: | 22 Jan 2013 22:59 |
Last Modified: | 26 Sep 2019 08:07 |
References: | Angrist, J.D., Pischke, J.-S., 2008. Mostly Harmless Econometrics: An Empiricist’s Companion. Princeton University Press. Card, D., Krueger, A.B., 1994. Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania. American Economic Review 84, 772–93. Heckman, J.J., Ichimura, H., Todd, P., 1998. Matching as an Econometric Evaluation Estimator. The Review of Economic Studies 65, 261–294. Heckman, J.J., Ichimura, H., Todd, P.E., 1997. Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme. The Review of Economic Studies 64, 605–654. Meyer, B.D., Viscusi, W.K., Durbin, D.L., 1995. Workers’ Compensation and Injury Duration: Evidence from a Natural Experiment. The American Economic Review 85, 322–340. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/43943 |