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प्रति-वास्तविक प्रभाव मूल्यांकन (Counterfactual Impact Evaluation - CIE)×कारण अनुमान के लिए वाद्य चर (IV) विधि×
क्षेत्रकारणात्मक अनुमानस्वास्थ्य अर्थशास्त्र
परिवारRegression modelProcess / pipeline
उद्भव वर्ष1970s–2000s1990s (modern applications)
प्रवर्तकHeckman, Imbens, Rubin, and the program evaluation literatureAngrist & Pischke (applied econometrics); rooted in econometric theory
प्रकारCausal inference / program evaluationMethod
मौलिक स्रोतHeckman, J. J., & Vytlacil, E. J. (2007). Econometric evaluation of social programs, Part I: Causal models, structural models and econometric policy evaluation. Handbook of Econometrics, 6B, 4779-4874. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
उपनामCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluationIV, two-stage least squares, TSLS, causal estimation
संबंधित53
सारांशCounterfactual Impact Evaluation is a family of causal methods that estimates the effect of an intervention by comparing what actually happened to participants with what would have happened had the intervention not taken place. Formalised in the Rubin Causal Model and extended by Heckman, Imbens and others, CIE underlies most modern program and policy evaluation practice.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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ScholarGateविधियों की तुलना करें: Counterfactual Impact Evaluation · Instrumental Variables in Health Research. 2026-06-19 को यहाँ से प्राप्त https://scholargate.app/hi/compare