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Instrumental Variables

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

Causal InferenceInstrumental VariablesUnmeasured Confounding

Instrumental Variables: When Observational Data Meets Unmeasured Confounding

When PSM and regression fail because of unmeasured confounding, IV methods offer a way forward. A practical guide covering instruments, LATE, Mendelian randomization, and the exclusion restriction.

2026-03-26·14 min read

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Causal InferenceUnmeasured ConfoundingAI-Assisted ResearchBias DiagnosticsBiomarkersCase-Crossover DesignCausal FrameworkClinical AIClinical EpidemiologyClinical OutcomesClinical TrialsClinical Utility