Studentized Sensitivity Analysis for the Sample Average Treatment Effect in Paired Observational Studies

DOI10.1080/01621459.2019.1632072zbMath1441.62069arXiv1609.02112OpenAlexW2962835246MaRDI QIDQ5120686

Colin B. Fogarty

Publication date: 15 September 2020

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1609.02112

zbMATH Keywords

randomization inferenceeffect heterogeneityhidden biasconstant effectsrobust permutation tests

Mathematics Subject Classification ID

Parametric hypothesis testing (62F03) Foundations and philosophical topics in statistics (62A01)

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Uses Software

• sensitivitymv

Cites Work

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• Studentized permutation tests for non-i.i.d. hypotheses and the generalized Behrens-Fisher problem
• Using Scheffé projections for multiple outcomes in an observational study of smoking and periodontal disease
• Comments on the Neyman-Fisher controversy and its consequences
• Exact and asymptotically robust permutation tests
• Generalized association, with applications in multivariate statistics
• A paradox from randomization-based causal inference
• An apparent paradox explained
• Covariance adjustment in radomized experiments and observational studies
• Extended sensitivity analysis for heterogeneous unmeasured confounding with an application to sibling studies of returns to education
• A New u-Statistic with Superior Design Sensitivity in Matched Observational Studies
• Sensitivity analysis for certain permutation inferences in matched observational studies
• Statistics and Causal Inference
• Attributing Effects to Treatment in Matched Observational Studies
• Impact of Multiple Matched Controls on Design Sensitivity in Observational Studies
• Exact Confidence Intervals for Nonconstant Effects by Inverting the Signed Rank Test
• On Sensitivity Value of Pair-Matched Observational Studies
• A randomization-based perspective on analysis of variance: a test statistic robust to treatment effect heterogeneity
• Design sensitivity in observational studies
• Sensitivity Analysis for m‐Estimates, Tests, and Confidence Intervals in Matched Observational Studies
• Testing Statistical Hypotheses
• ON THE z-TEST IN RANDOMIZED BLOCKS AND LATIN SQUARES
• Observational studies.