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Võrdle meetodeid

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Heterogeense ravitulemuse karestamise täpne sobitamine×Erinevused erinevustes (Diff-in-Diff)×
ValdkondPõhjuslik järeldamineÖkonomeetria
PerekondRegression modelRegression model
Tekkeaasta2012-20131994
LoojaIacus, King & Porro (CEM foundation, 2012); subgroup HTE extensions by Imai & colleaguesCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TüüpMatching-based causal inference with subgroup CATE estimationCausal inference / panel regression
AlgallikasIacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
RööpnimetusedHTE-CEM, CEM with CATE estimation, subgroup CEM, coarsened exact matching with effect heterogeneitydiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Seotud55
KokkuvõteHeterogeneous treatment effect coarsened exact matching (HTE-CEM) extends the coarsened exact matching framework to estimate how treatment effects vary across subgroups or individual characteristics. After CEM creates balanced strata by coarsening continuous covariates into bins and exactly matching units within each bin, conditional average treatment effects (CATEs) are computed within or across these strata, revealing where treatment works, for whom, and by how much.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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ScholarGateVõrdle meetodeid: Heterogeneous Treatment Effect Coarsened Exact Matching · Difference-in-Differences. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare