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Propensity Score Weighting in Education Research×Instrumentālo mainīgo (IV) metode cēloņsakarību noteikšanai×
NozareCēloņsakarību secināšanaVeselības ekonomika
SaimeRegression modelProcess / pipeline
Izcelsmes gads1983 (theory); widely adopted in education research from 2000s1990s (modern applications)
AutorsRosenbaum & Rubin (foundational theory, 1983); Thoemmes & Kim (education-focused review, 2011)Angrist & Pischke (applied econometrics); rooted in econometric theory
TipsQuasi-experimental causal inferenceMethod
PirmavotsRosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Citi nosaukumiPSW in education, inverse probability weighting in education, IPW education, propensity weighting educationIV, two-stage least squares, TSLS, causal estimation
Saistītās53
KopsavilkumsPropensity score weighting (PSW) is a quasi-experimental technique that reweights observational samples so that treated and comparison students look similar on measured background characteristics, allowing credible causal estimates of educational interventions — such as program participation, instructional method, or school type — without random assignment.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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ScholarGateSalīdzināt metodes: Propensity Score Weighting in Education Research · Instrumental Variables in Health Research. Izgūts 2026-06-20 no https://scholargate.app/lv/compare