Abstract We adopt a geometric view of Markowitz's and Sharpe's mean-variance theory of portfolio choice. Our model posits that expected reward is a linear function of risk. This axiom is generally true after singular value reduction of data. The Sharpe-optimal long portfolio leads to an investment strategy that appears to have considerable merit.