A few years ago, the University of Pennsylvania's Division of Human Resources began a data-based approach to the development of strategic plans and the measurement of programmatic effectiveness. One of its more successful endeavors in this area has been the creation of an HR scorecard that compares and contrasts individual school or administrative center performance with the entire university profile. This article describes the scorecard and its production, its objectives, and the impacts it has had on the university's human resource processes.