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Sensitivity Analysis

Everything on Aqrab tagged Sensitivity Analysis — grouped into one landing page so readers can go deeper by problem family instead of bouncing around the archive blind.

Missing DataSensitivity AnalysisClinical Epidemiology

MNAR Sensitivity Analysis: Because “We Assumed MAR” Is Not a Results Section

A practical guide to MNAR sensitivity analysis for clinical researchers. Covers when multiple imputation under MAR is not enough, how to think about missing not at random assumptions, and what reviewers should demand before trusting complete-case comfort.

2026-05-15·16 min read
Causal InferenceSensitivity AnalysisUnmeasured Confounding

E-values & Sensitivity Analysis: How to Stress-Test Causal Claims

A practical guide to the one question every observational study must answer: how strong would an unmeasured confounder have to be to erase your result? Covers E-values, confidence-limit interpretation, Rosenbaum bounds, negative controls, and the reporting language reviewers trust.

2026-04-05·16 min read

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Causal InferenceClinical EpidemiologyMissing DataUnmeasured ConfoundingAI-Assisted ResearchBias DiagnosticsBiomarkersCase-Crossover DesignCausal FrameworkClinical AIClinical OutcomesClinical Trials