The economic costs of white-collar crimes, such as corruption, bribery, embezzlement, abuse authority, and fraud, are substantial. How to eradicate them is a mounting task in many countries. Using police archives, we apply machine learning algorithms predict corruption crimes Italian municipalities. Drawing on input data from 2011, our classification trees correctly forecast over 70 % (about 80...