השוואת שיטות
סקרו את השיטות שבחרתם זו לצד זו; שורות שבהן יש הבדל מודגשות.
| התאמת ציון הנטייה להערכת מדיניות× | התאמת ציון נטייה× | |
|---|---|---|
| תחום≠ | הסקה סיבתית | סטטיסטיקה למחקר |
| משפחה≠ | Regression model | Process / pipeline |
| שנת המקור≠ | 1983; policy evaluation adaptation 1997 | 1983 |
| הוגה השיטה≠ | Rosenbaum & Rubin (1983); Heckman, Ichimura & Todd (1997) for program/policy evaluation application | Paul Rosenbaum and Donald Rubin |
| סוג≠ | Quasi-experimental matching estimator | Method |
| מקור מכונן≠ | 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 ↗ | 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 ↗ |
| כינויים≠ | PSM policy evaluation, policy PSM, propensity matching for program evaluation, PSM treatment evaluation | PSM, propensity score weighting, covariate balance |
| קשורות≠ | 6 | 3 |
| תקציר≠ | Policy 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. | Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias. |
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