Intuition for Inverse Probability of Treatment Weighting (IPTW)

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Skills You'll Learn

Instrumental Variable, Propensity Score Matching, Causal Inference, Causality

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4.7 (254 ratings)
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OE

Jul 30, 2020

I enjoyed the course a lot and I think I took a lot from it as well. The quizzes and computer projects were appropriate, and the resourcees posted were very useful.

CE

Jul 16, 2017

Works best on double speed (from settings menu of each video). Content is delivered in clear and relatable manner using interesting real world examples.

From the lesson
Inverse Probability of Treatment Weighting (IPTW)
Inverse probability of treatment weighting, as a method to estimate causal effects, is introduced. The ideas are illustrated with an IPTW data analysis in R.

Taught By

  • Jason A. Roy, Ph.D.

    Jason A. Roy, Ph.D.

    Professor of Biostatistics

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