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Guest Post by Winston Lin: Regression adjustment in randomized experiments: Is the cure really worse than the disease? (Part II)

1. Putting the bias issue in perspective

 

Yesterday’s post addressed two of the three problems David Freedman raised about regression adjustment. Let’s turn to problem #3, the small-sample bias of adjustment. (More technical details and references can be found in my paper.)