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Đánh giá Tác động Phản thực tế trong Nghiên cứu Giáo dục×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 đời2000s–2010s1990s (modern applications)
Người khởi xướngBlundell & Costa Dias; formalized for EU education policy by the European Commission Joint Research CentreAngrist & Pischke (applied econometrics); rooted in econometric theory
LoạiQuasi-experimental causal inference frameworkMethod
Công trình gốcBlundell, R., & Costa Dias, M. (2002). Alternative approaches to evaluation in empirical microeconomics. Portuguese Economic Journal, 1(2), 91-115. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácCIE in education, counterfactual program evaluation, causal impact evaluation, education policy impact evaluationIV, two-stage least squares, TSLS, causal estimation
Liên quan53
Tóm tắtCounterfactual impact evaluation (CIE) is the systematic application of causal inference designs — such as difference-in-differences, regression discontinuity, matching, and instrumental variables — to measure the genuine effect of education programs, policies, or interventions by constructing a credible counterfactual: what would have happened to participants had they not been treated.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: Counterfactual Impact Evaluation in Education Research · Instrumental Variables in Health Research. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare