Evaluating and Correcting Performative Effects of Decision Support Systems via Causal Domain Shift

Philip Boeken, Onno Zoeter, Joris M. Mooij

When predicting a target variable $Y$ from features $X$, the prediction $\hat{Y}$ can be performative: an agent might act on this prediction, affecting the value of $Y$ that we eve…