Benefits and costs of matching prior to a difference in differences analysis when parallel trends does not hold

DOI10.1214/24-AOAS1872MaRDI QIDQ6616345

Luke W. Miratrix, Dae Woong Ham

Publication date: 9 October 2024

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

zbMATH Keywords

reliabilitylinear structural equation modellatent confounderbias-bias tradeoffcomparative interrupted time series

Mathematics Subject Classification ID

Applications of statistics (62Pxx)

Cites Work

• Does matching overcome LaLonde's critique of nonexperimental estimators?
• Matching methods for causal inference: a review and a look forward
• Bootstrap methods: another look at the jackknife
• On the application of probability theory to agricultural experiments. Essay on principles. Section 9. Translated from the Polish and edited by D. M. Dąbrowska and T. P. Speed
• Covariance adjustment in radomized experiments and observational studies
• Difference-in-differences with multiple time periods
• Analysis of the bias of matching and difference-in-difference under alternative earnings and selection processes
• Overlap in observational studies with high-dimensional covariates
• Semiparametric Difference-in-Differences Estimators
• Matched Sampling for Causal Effects
• The central role of the propensity score in observational studies for causal effects
• Estimating the Labor Market Signaling Value of the GED
• Characterizing Selection Bias Using Experimental Data
• Large Sample Properties of Matching Estimators for Average Treatment Effects
• The Augmented Synthetic Control Method
• Design of observational studies
• Causal graphical views of fixed effects and random effects models

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