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Dynamické vyhodnocování dopadů kontrafaktuálních situací×Kontrafaktuální hodnocení dopadu (CIE)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku1986–20091970s–2000s
TvůrceRobins (1986); Lechner (2009) for sequential treatment settingsHeckman, Imbens, Rubin, and the program evaluation literature
TypCausal inference / program evaluationCausal inference / program evaluation
Původní zdrojRobins, 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 ↗
Další názvydynamic CIE, dynamic treatment evaluation, time-varying counterfactual analysis, longitudinal counterfactual evaluationCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
Příbuzné65
ShrnutíDynamic 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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ScholarGatePorovnat metody: Dynamic Counterfactual Impact Evaluation · Counterfactual Impact Evaluation. Získáno 2026-06-19 z https://scholargate.app/cs/compare