Adjustments to Regression Discontinuity (The Effect, Videos on Causality, Ep 63)
Please visit https://www.theeffectbook.net to read The Effect online for free, or find links to purchase a physical copy or ebook.
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.
A version of this video without background music can be found here: https://youtu.be/keJFkltfnyA
Regression discontinuity seems pretty straightforward, but indeed there are a number of decisions to be made. Should we apply kernel weights? How should we set the bandwidth? How should we deal with nonlinearity? Should we use local regression?