This paper considers the estimation of a semi-parametric single-index regression model that allows for nonlinear … predictive relationships. This model is useful for predicting financial asset returns, whose observed behavior is described by a … that the single-index model in general produces better out-of-sample forecasts than both the historical average benchmark …