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Kontrafaktuaalse mõju hindamine haridusuuringutes×Instrumentaalmuutujate (IV) meetod kausaalse järelduse tegemiseks×
ValdkondPõhjuslik järeldamineTerviseökonoomika
PerekondRegression modelProcess / pipeline
Tekkeaasta2000s–2010s1990s (modern applications)
LoojaBlundell & Costa Dias; formalized for EU education policy by the European Commission Joint Research CentreAngrist & Pischke (applied econometrics); rooted in econometric theory
TüüpQuasi-experimental causal inference frameworkMethod
AlgallikasBlundell, 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 ↗
RööpnimetusedCIE in education, counterfactual program evaluation, causal impact evaluation, education policy impact evaluationIV, two-stage least squares, TSLS, causal estimation
Seotud53
KokkuvõteCounterfactual 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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ScholarGateVõrdle meetodeid: Counterfactual Impact Evaluation in Education Research · Instrumental Variables in Health Research. Loetud 2026-06-20 aadressilt https://scholargate.app/et/compare