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Panel Data Regression Discontinuity Design×Panel Data Difference-in-Differences (Panel DiD / TWFE)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania1960 (original RDD); panel extension codified 2000s–2010s1985–2004
TwórcaThistlethwaite & Campbell (1960); panel extension developed through Lee & Lemieux (2010) and related applied workAshenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004)
TypCausal inference / quasi-experimentalCausal inference / panel regression
Źródło pierwotneLee, D. S., & Lemieux, T. (2010). Regression Discontinuity Designs in Economics. Journal of Economic Literature, 48(2), 281-355. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Inne nazwyPanel RD, Panel RDD, Longitudinal Regression Discontinuity, Fixed-Effects RDDTwo-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-Diff
Pokrewne54
PodsumowaniePanel data regression discontinuity design (Panel RDD) combines the sharp local identification of a regression discontinuity with the within-unit variation available in repeated-observation panel data. Units are observed across multiple periods, and treatment is assigned based on whether a running variable crosses a known threshold. By leveraging both the discontinuity and panel structure, researchers can control for unobserved unit-level heterogeneity while estimating a causal treatment effect near the threshold.Panel Data Difference-in-Differences extends the classic two-period DiD design to settings with multiple units observed across many time periods. By absorbing unit-level fixed effects and time fixed effects simultaneously, it isolates the causal effect of a treatment or policy change while controlling for both time-invariant unit heterogeneity and common time shocks affecting all units.
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ScholarGatePorównaj metody: Panel Data Regression Discontinuity Design · Panel Data Difference-in-Differences. Pobrano 2026-06-15 z https://scholargate.app/pl/compare