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Appariement exact "coarsened" multi-périodes×Appariement Exact Coarsened sur Données de Panel×
DomaineInférence causaleInférence causale
FamilleRegression modelRegression model
Année d'origine2012–20212012 (CEM); 2021 (panel extension)
Auteur d'origineIacus, King & Porro (CEM, 2012); extended to multi-period panel settingsIacus, King & Porro (CEM, 2012); panel extension via Imai, Kim & Wang (2021)
TypeNon-parametric matching / causal inferenceMatching / quasi-experimental
Source fondatriceIacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: Coarsened exact matching. Political Analysis, 20(1), 1-24. DOI ↗Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗
AliasMulti-period CEM, Longitudinal CEM, Panel CEM, Multi-wave CEMPanel CEM, CEM for panel data, coarsened exact matching with panel data
Apparentées66
RésuméMulti-period Coarsened Exact Matching (multi-period CEM) extends the CEM framework of Iacus, King, and Porro to longitudinal data with multiple pre- and post-treatment periods. It bins continuous covariates into coarsened categories, matches treated and control units that fall into the same cells across all relevant time periods, and then estimates a weighted average treatment effect that accounts for temporal structure.Panel Data Coarsened Exact Matching applies the Coarsened Exact Matching (CEM) algorithm to repeated-measures panel data, matching treated and control units within the same coarsened covariate strata across multiple time periods. It balances pre-treatment characteristics before estimating a causal treatment effect, combining the transparency of exact matching with the richer identification available in longitudinal datasets.
ScholarGateJeu de données
  1. v1
  2. 2 Sources
  3. PUBLISHED
  1. v1
  2. 2 Sources
  3. PUBLISHED

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ScholarGateComparer des méthodes: Multi-period Coarsened Exact Matching · Panel Data Coarsened Exact Matching. Consulté le 2026-06-20 sur https://scholargate.app/fr/compare