Are audit partners rewarded for the revenues they generate by selling consulting services? The question is relevant because of the concern that audit firms have focused on consulting services that are more lucrative and have higher margins than auditing, and that the profit orientation may have...

This Essay responds to the argument by Joshua Kroll, et al., in Accountable Algorithms, 165 U.PA.L.REV. 633 (2017), that technical tools can be more effective in ensuring the fairness of algorithms than insisting on transparency. When it comes to combating discrimination, technical tools alone...