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| Đánh giá Tác động Phản thực tế Động× | Đánh giá Tác động Phản thực tế (CIE)× | |
|---|---|---|
| Lĩnh vực | Suy luận nhân quả | Suy luận nhân quả |
| Họ | Regression model | Regression model |
| Năm ra đời≠ | 1986–2009 | 1970s–2000s |
| Người khởi xướng≠ | Robins (1986); Lechner (2009) for sequential treatment settings | Heckman, Imbens, Rubin, and the program evaluation literature |
| Loại | Causal inference / program evaluation | Causal inference / program evaluation |
| Công trình gốc≠ | Robins, J. M. (1986). A new approach to causal inference in mortality studies with a sustained exposure period — application to control of the healthy worker survivor effect. Mathematical Modelling, 7(9-12), 1393-1512. DOI ↗ | Heckman, J. J., & Vytlacil, E. J. (2007). Econometric evaluation of social programs, Part I: Causal models, structural models and econometric policy evaluation. Handbook of Econometrics, 6B, 4779-4874. DOI ↗ |
| Tên gọi khác | dynamic CIE, dynamic treatment evaluation, time-varying counterfactual analysis, longitudinal counterfactual evaluation | CIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation |
| Liên quan≠ | 6 | 5 |
| Tóm tắt≠ | Dynamic Counterfactual Impact Evaluation (dynamic CIE) extends standard counterfactual program evaluation to settings where treatment is assigned sequentially across multiple periods. Rather than comparing a single treated versus untreated state, it estimates the causal effect of entire treatment trajectories or regimes, accounting for how intermediate outcomes and time-varying covariates feed back into subsequent treatment decisions. | Counterfactual Impact Evaluation is a family of causal methods that estimates the effect of an intervention by comparing what actually happened to participants with what would have happened had the intervention not taken place. Formalised in the Rubin Causal Model and extended by Heckman, Imbens and others, CIE underlies most modern program and policy evaluation practice. |
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