ScholarGate
Asisten

Bandingkan metode

Tinjau metode pilihan Anda berdampingan; baris yang berbeda akan disorot.

Pencocokan Skor Propensitas Evaluasi Kebijakan×Bobot Probabilitas Invers (IPW / IPTW)×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal1983; policy evaluation adaptation 19972000
PencetusRosenbaum & Rubin (1983); Heckman, Ichimura & Todd (1997) for program/policy evaluation applicationRobins, Hernán & Brumback
TipeQuasi-experimental matching estimatorCausal inference weighting estimator
Sumber perintisRosenbaum, 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 ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
AliasPSM policy evaluation, policy PSM, propensity matching for program evaluation, PSM treatment evaluationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Terkait65
RingkasanPolicy evaluation propensity score matching applies the propensity score framework — originally developed by Rosenbaum and Rubin (1983) and operationalized for program evaluation by Heckman et al. (1997) — to estimate the causal effect of a policy intervention. It constructs a credible comparison group from non-participants by matching them to participants on their estimated probability of receiving the treatment, enabling unbiased effect estimation without random assignment.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
ScholarGateSet data
  1. v1
  2. 2 Sumber
  3. PUBLISHED
  1. v1
  2. 2 Sumber
  3. PUBLISHED

Ke halaman pencarian Unduh salindia

ScholarGateBandingkan metode: Policy Evaluation Propensity Score Matching · Inverse Probability Weighting. Diakses 2026-06-19 dari https://scholargate.app/id/compare