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This is a no-background-music version of the video on the main channel: 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 14 of the book. A version of this video without background music can be found here: • Propensity Score Matching (The Effect... Another way to match a treated and a control sample together is to focus our matching on the probability that a given observation is treated. Theoretically, that's the reason we care about controlling for stuff anyway! This brings us to propensity score matching.