Abstract Adjusted plus-minus (APM) can sometimes lack common sense. This happens, for instance, when mediocre players move into the top ten, and superstars fall out of 100. These occasional outliers hurt credibility APM, mask benefits, such as increased prediction accuracy. We address this problem with a new method, called Augmented APM. APM incorporates external player ratings methodology. The...