This introduction to recent developments in modeling equity returns provides a plain-English, formula-free review of quantitative methods—in particular, the trade-offs that must be made among model complexity, risk, and performance. The monograph also includes the results of a 2005 survey of the modeling practiced at 21 large asset management firms.