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مطابقة درجات الميل لبيانات اللوحات×الفرق في الفروق (Diff-in-Diff)×
المجالالاستدلال السببيالاقتصاد القياسي
العائلةRegression modelRegression model
سنة النشأة1997-19981994
صاحب الطريقةHeckman, Ichimura & ToddCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
النوعMatching / causal inferenceCausal inference / panel regression
المصدر التأسيسيHeckman, J. J., Ichimura, H., & Todd, P. (1998). Matching as an Econometric Evaluation Estimator. Review of Economic Studies, 65(2), 261-294. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
الأسماء البديلةPSM with panel data, longitudinal PSM, panel PSM, difference-in-differences PSMdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
ذات صلة65
الملخصPanel data propensity score matching combines the bias-reduction of PSM with the longitudinal structure of panel data, enabling causal estimation of treatment effects by matching treated and control units on observable pre-treatment characteristics and then differencing within matched pairs over time. Developed in the framework of Heckman, Ichimura, and Todd (1998), it is especially valuable when randomisation is infeasible and both selection on observables and time-varying confounding must be addressed simultaneously.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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  1. v1
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  3. PUBLISHED

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ScholarGateقارن الطرق: Panel Data Propensity Score Matching · Difference-in-Differences. استُرجع بتاريخ 2026-06-15 من https://scholargate.app/ar/compare