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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Diferenca-në-Diferenca (Diff-in-Diff)×Përshtatja e Rezultatit të Tendencës×
FushaEkonometriStatistika e hulumtimit
FamiljaRegression modelProcess / pipeline
Viti i origjinës19941983
KrijuesiCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)Paul Rosenbaum and Donald Rubin
LlojiCausal inference / panel regressionMethod
Burimi themeluesAngrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
Emërtime të tjeradiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)PSM, propensity score weighting, covariate balance
Të lidhura53
PërmbledhjaDifference-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.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateKrahasoni metodat: Difference-in-Differences · Propensity Score Matching. Marrë më 2026-06-17 nga https://scholargate.app/sq/compare