POLRAG collects detailed information about political leaders worldwide from 1945-2020. The dataset provides systematic information on leaders' military service, business backgrounds, political careers, and pre-election dynamics. By combining text processing with systematic data collection, the dataset enables analysis of how leader characteristics influence domestic and international outcomes, supporting empirical research on leadership and foreign policy decision-making.