Loeb is the scion of the famous banking family which started Lehman Brothers, where he briefly worked after graduating from Tulane University. His father John Jr was U.S. Ambassador to Denmark under President Ronald Reagan, and his grandfather, John Loeb Sr. bequeathed over $70 million to Harvard University.