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Poliitikahindamise paneelne sündmuste studi×Instrumentaalmuutujate (IV) meetod kausaalse järelduse tegemiseks×
ValdkondPõhjuslik järeldamineTerviseökonoomika
PerekondRegression modelProcess / pipeline
Tekkeaasta20211990s (modern applications)
LoojaCallaway & Sant'Anna (2021); Borusyak, Jaravel & Spiess (2024); Sun & Abraham (2021)Angrist & Pischke (applied econometrics); rooted in econometric theory
TüüpCausal inference / quasi-experimental panel designMethod
AlgallikasCallaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Rööpnimetusedpanel event study, event-study DiD, staggered event study, difference-in-differences event studyIV, two-stage least squares, TSLS, causal estimation
Seotud63
KokkuvõteA panel event study is a quasi-experimental design that traces how an outcome evolves in periods before and after a policy event, using unit and time fixed effects to identify the causal effect. Widely used in economics and policy research, it tests for anticipation effects, verifies parallel pre-trends, and estimates dynamic treatment effects across post-treatment horizons — making it the standard toolkit for rigorous policy evaluation with observational panel data.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGateVõrdle meetodeid: Policy Evaluation Panel Event Study · Instrumental Variables in Health Research. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare