Wealthy alums who attended Stanford, Rice University, Vanderbilt University and Penn also see super-fast progressions, a testament to those institutions preparing students for future work. The top 20 U.S. universities churning out the most ultra-wealthy alums: Harvard University 17,660. Stanford University 7,972.