You make fat profits in normal years and potentially lose out catastrophically during Great Recesssion-like events. Lots of lenders straight up went bankrupt due to defaults.
Of course since the government made it so you can't discharge student loans in bankruptcy that market isn't functioning anymore.
Even with the federal loan systems you mentioned, they’re making a profit each year.