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Ανάλυση Ευαισθησίας Ετερογενών Επιδράσεων Θεραπείας για την Αιτιότητα×Difference-in-Differences (Diff-in-Diff)×
ΠεδίοΑιτιακή ΣυμπερασματολογίαΟικονομετρία
ΟικογένειαRegression modelRegression model
Έτος προέλευσης2000s–2010s1994
ΔημιουργόςRosenbaum (sensitivity analysis framework); extended to heterogeneous effects by Crump, Imbens, and othersCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
ΤύποςRobustness / sensitivity checkCausal inference / panel regression
Θεμελιώδης πηγήRosenbaum, P. R. (2002). Observational Studies (2nd ed.). Springer. ISBN: 978-0387989679Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Εναλλακτικές ονομασίεςHTE sensitivity analysis, heterogeneous-effects sensitivity analysis, sensitivity analysis with effect heterogeneity, HTE robustness analysisdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Συναφείς55
ΣύνοψηHeterogeneous Treatment Effect Sensitivity Analysis examines how robust subgroup-specific causal estimates are to unobserved confounding. Rather than testing a single average treatment effect, it asks whether the estimated variation in treatment effects across units or subgroups could be explained away by hidden bias, and at what level of hidden bias the causal conclusions for each subgroup would break down.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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ScholarGateΣύγκριση μεθόδων: Heterogeneous Treatment Effect Sensitivity Analysis for Causality · Difference-in-Differences. Ανακτήθηκε στις 2026-06-17 από https://scholargate.app/el/compare