 Downside risk was first modeled by Roy (1952), who assumed that an investor's goal was to minimize his/her risk.This mean-semivariance, or downside risk, model is also known as “safety-first” technique, and only looks at the lower standard deviations of expected returns which are the potential losses.This is about the same time Harry Markowitz was developing mean-variance theory.