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Nghiên cứu sự kiện theo nhóm dữ liệu (Policy Evaluation Panel Event Study)×Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×
Lĩnh vựcSuy luận nhân quảKinh tế học y tế
HọRegression modelProcess / pipeline
Năm ra đời20211990s (modern applications)
Người khởi xướngCallaway & Sant'Anna (2021); Borusyak, Jaravel & Spiess (2024); Sun & Abraham (2021)Angrist & Pischke (applied econometrics); rooted in econometric theory
LoạiCausal inference / quasi-experimental panel designMethod
Công trình gốcCallaway, 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 ↗
Tên gọi khácpanel event study, event-study DiD, staggered event study, difference-in-differences event studyIV, two-stage least squares, TSLS, causal estimation
Liên quan63
Tóm tắtA 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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ScholarGateSo sánh phương pháp: Policy Evaluation Panel Event Study · Instrumental Variables in Health Research. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare