Restrepo completed his undergraduate studies in mathematics and economics at Universidad de Los Andes, Colombia. He then completed a PhD in economics at MIT and spent a year at Yale as a Cowles fellow in the economics department. Restrepo’s research interests span labor and macroeconomics.