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Multi-period Coarsened Exact Matching×Dopasowywanie przybliżonej dokładności dla danych panelowych×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania2012–20212012 (CEM); 2021 (panel extension)
TwórcaIacus, King & Porro (CEM, 2012); extended to multi-period panel settingsIacus, King & Porro (CEM, 2012); panel extension via Imai, Kim & Wang (2021)
TypNon-parametric matching / causal inferenceMatching / quasi-experimental
Źródło pierwotneIacus, 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 ↗
Inne nazwyMulti-period CEM, Longitudinal CEM, Panel CEM, Multi-wave CEMPanel CEM, CEM for panel data, coarsened exact matching with panel data
Pokrewne66
PodsumowanieMulti-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.
ScholarGateZbiór danych
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  1. v1
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  3. PUBLISHED

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ScholarGatePorównaj metody: Multi-period Coarsened Exact Matching · Panel Data Coarsened Exact Matching. Pobrano 2026-06-19 z https://scholargate.app/pl/compare