On the (Mis)Use of Machine Learning with Panel Data

Augusto Cerqua, Marco Letta, Gabriele Pinto

We provide the first systematic assessment of data leakage issues in the use of machine learning on panel data. Our organizing framework clarifies why neglecting the cross-sectiona…