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Regression Discontinuity (The Effect, Videos on Causality, Ep 61)
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The Effect is a book about research design and causal inference. How can we use data to learn about the world? How can we answer questions about whether X causes Y even if we can't run a randomized experiment? The book covers these things and plenty more. These videos are meant to accompany the book, although they can also be viewed on their own.
This video relates to material found in Chapter 20 of the book.
Regression discontinuity is a method that can be applied when a treatment is assigned based on a cutoff. Is your income low enough to get food stamps? Did you get enough votes to win the election? When this happens, we get a very intuitive and easy-to-believe design!