Bandingkan kaedah

	Penimbang Skor Kecenderungan dalam Penyelidikan Pendidikan	Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal
Bidang	Inferens Kausal	Ekonomi Kesihatan
Keluarga	Regression model	Process / pipeline
Tahun asal	1983 (theory); widely adopted in education research from 2000s	1990s (modern applications)
Pengasas	Rosenbaum & Rubin (foundational theory, 1983); Thoemmes & Kim (education-focused review, 2011)	Angrist & Pischke (applied econometrics); rooted in econometric theory
Jenis	Quasi-experimental causal inference	Method
Sumber perintis	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.	Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press.
Alias	PSW in education, inverse probability weighting in education, IPW education, propensity weighting education	IV, two-stage least squares, TSLS, causal estimation
Berkaitan	5	3
Ringkasan	Propensity 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.