ScholarGate
Assistent

Compara mètodes

Revisa els mètodes seleccionats l'un al costat de l'altre; les files que difereixen es ressalten.

Equilibriament de l'Entropia de Dades Panell×Emparellament per Puntuació de Propensió amb Dades de Panell×
CampInferència causalInferència causal
FamíliaRegression modelRegression model
Any d'origen2012 (cross-section); panel adaptation mid-2010s onward1997-1998
Autor originalHainmueller (2012); extended to panel settings by subsequent applied econometric workHeckman, Ichimura & Todd
TipusCovariate balancing / reweighting estimatorMatching / causal inference
Font seminalHainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. DOI ↗Heckman, J. J., Ichimura, H., & Todd, P. (1998). Matching as an Econometric Evaluation Estimator. Review of Economic Studies, 65(2), 261-294. DOI ↗
ÀliesEB-panel, panel entropy balancing, entropy reweighting in panel data, panel-EBPSM with panel data, longitudinal PSM, panel PSM, difference-in-differences PSM
Relacionats56
ResumPanel data entropy balancing extends Hainmueller's (2012) entropy balancing method to longitudinal settings. It computes unit-level weights for control observations so that their covariate moments exactly match those of the treatment group across panel periods, then plugs these weights into a weighted panel regression to estimate causal treatment effects without requiring a correctly specified propensity score model.Panel data propensity score matching combines the bias-reduction of PSM with the longitudinal structure of panel data, enabling causal estimation of treatment effects by matching treated and control units on observable pre-treatment characteristics and then differencing within matched pairs over time. Developed in the framework of Heckman, Ichimura, and Todd (1998), it is especially valuable when randomisation is infeasible and both selection on observables and time-varying confounding must be addressed simultaneously.
ScholarGateConjunt de dades
  1. v1
  2. 2 Fonts
  3. PUBLISHED
  1. v1
  2. 2 Fonts
  3. PUBLISHED

Ves a la cerca Baixa les diapositives

ScholarGateCompara mètodes: Panel Data Entropy Balancing · Panel Data Propensity Score Matching. Recuperat el 2026-06-17 de https://scholargate.app/ca/compare