Propensity Score Matching in Education
Propensity score matching estimates the causal effect of an educational treatment from observational data by pairing treated students, schools, or teachers with comparison units that had the same probability of receiving the treatment given their observed characteristics. Introduced by Rosenbaum and Rubin, it collapses many confounding variables into a single score and matches on it, approximating the balance a randomized experiment would create. In education — where randomizing program participation, retention, or school choice is often impossible — it is a widely used quasi-experimental tool.
Loe meetodi täielikku kirjeldust
Selle osa lugemiseks logi sisse tasuta kontoga.
Meetodikaart
Seotud meetodite ümbruskond — vali sõlm, et seda uurida.
Allikad
- Rosenbaum, 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: 10.1093/biomet/70.1.41 ↗
- Stuart, E. A. (2010). Matching methods for causal inference: A review and a look forward. Statistical Science, 25(1), 1–21. DOI: 10.1214/09-STS313 ↗
Kuidas sellele lehele viidata
ScholarGate. (2026, June 22). Propensity Score Matching for Causal Inference in Education Research. ScholarGate. https://scholargate.app/et/education/propensity-matching-education
Milline meetod?
Aseta see meetod oma lähimate sugulaste kõrvale ja loe neid kõrvuti — raamatukogu laob raamatud lauale; valik on sinu.
- Kalduvusskoori sobitamineUurimisstatistika↔ võrdle
- School Effectiveness ModelingEducation↔ võrdle
- Lisandväärtuse modelleeriminePsühhomeetria↔ võrdle
- What Works Clearinghouse StandardsEducation↔ võrdle
Sarnased meetodid
Märkasid sellel lehel viga? Teata sellest või paku parandust →