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Phương pháp Sai phân kép (Difference-in-Differences - DiD)×Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×
Lĩnh vựcKinh tế lượngKinh tế học y tế
HọRegression modelProcess / pipeline
Năm ra đời19941990s (modern applications)
Người khởi xướngCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)Angrist & Pischke (applied econometrics); rooted in econometric theory
LoạiCausal inference / panel regressionMethod
Công trình gốcAngrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)IV, two-stage least squares, TSLS, causal estimation
Liên quan53
Tóm tắtDifference-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.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: Difference-in-Differences · Instrumental Variables in Health Research. Truy cập ngày 2026-06-17 từ https://scholargate.app/vi/compare