Policymakers are often concerned about inequalities in the markets they control. In this letter, I argue that mechanism design has not responded sufficiently to the need for a comprehensive theory of inequality-aware market design. I review some of my recent work trying to fill this gap and identify research directions where input from computer scientists would be particularly useful.