ScholarGate
Assistent

Sammenlign metoder

Gjennomgå de valgte metodene side om side; rader som avviker, er uthevet.

Heterogen behandlingseffekt kontrafaktisk konsekvensvurdering×Motfaktisk effektvurdering (CIE)×
FagfeltKausal inferensKausal inferens
FamilieRegression modelRegression model
Opprinnelsesår2010s1970s–2000s
OpphavspersonCerulli (2010) for CIE framework; Athey & Wager (2019) for causal forest-based CATE within CIEHeckman, Imbens, Rubin, and the program evaluation literature
TypeQuasi-experimental causal inference with subgroup heterogeneityCausal inference / program evaluation
Opprinnelig kildeCerulli, G. (2010). Modelling and measuring the effect of public subsidies on business R&D: A critical review of the econometric literature. Economic Record, 86(274), 421-449. 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 ↗
AliasHTE-CIE, heterogeneous CIE, CATE-based counterfactual evaluation, subgroup counterfactual impact evaluationCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
Relaterte45
SammendragHeterogeneous Treatment Effect Counterfactual Impact Evaluation (HTE-CIE) extends standard counterfactual impact evaluation by estimating how the causal effect of a policy or intervention varies across subgroups defined by pre-treatment characteristics. Rather than reporting a single average treatment effect, it maps the Conditional Average Treatment Effect (CATE) across the covariate space, revealing who benefits most or least from an intervention.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.
ScholarGateDatasett
  1. v1
  2. 2 Kilder
  3. PUBLISHED
  1. v1
  2. 2 Kilder
  3. PUBLISHED

Gå til søk Last ned lysbilder

ScholarGateSammenlign metoder: Heterogeneous treatment effect Counterfactual impact evaluation · Counterfactual Impact Evaluation. Hentet 2026-06-20 fra https://scholargate.app/no/compare