Causal effect identification and estimation

From the course by University of Pennsylvania
A Crash Course in Causality: Inferring Causal Effects from Observational Data
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From the lesson
Instrumental Variables Methods
This module focuses on causal effect estimation using instrumental variables in both randomized trials with non-compliance and in observational studies. The ideas are illustrated with an instrumental variables analysis in R.

Meet the Instructors

  • Jason A. Roy, Ph.D.
    Jason A. Roy, Ph.D.
    Associate Professor of Biostatistics
    Department of Biostatistics, Epidemiology, and Informatics