On the face of it, missing data seems more of a mundane nuisance than a problem. This is particularly the case with applicants' voluntary self-reporting of race and gender data. Based on our experience, however, missing data is one of the most overlooked threats to AAP compliance. Unfortunately, most contractors do not realize this until they are deep in the middle of an OFCCP audit. The goal of this article is to help...