Eric holder, the former attorney general, wrote a memo outlining the concepts around the time of the 2008 financial crisis iirc. The idea behind a deferred prosecution agreement is that extracting money and good behavior out of powerful/wealthy defendants is the best possible option when compared to the "collateral consequences" of fully prosecuting them.