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Porovnat metody

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Placebo test for heterogeneous treatment effects×Rozdíl v rozdílech (Diff-in-Diff)×
OborKauzální inferenceEkonometrie
RodinaRegression modelRegression model
Rok vzniku2000s–2010s1994
TvůrceRosenbaum (placebo test concept); Athey & Imbens (HTE estimation framework)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TypValidation / falsification testCausal inference / panel regression
Původní zdrojImbens, G. W., & Rubin, D. B. (2015). Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge University Press. ISBN: 978-0521885881Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Další názvyHTE placebo test, heterogeneous-effect placebo check, subgroup placebo test, CATE placebo validationdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Příbuzné35
ShrnutíA placebo test for heterogeneous treatment effects is a falsification strategy used to validate whether estimated variation in treatment effects across subgroups or covariate values is genuine rather than an artifact of model specification, overfitting, or coincidental patterns. By applying the same estimation procedure to pseudo-treatments, fake outcomes, or subgroups that logically should not differ, researchers check that observed heterogeneity reflects real causal variation.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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ScholarGatePorovnat metody: Heterogeneous treatment effect Placebo test · Difference-in-Differences. Získáno 2026-06-18 z https://scholargate.app/cs/compare