Does the choice of estimator matter when forecasting returns?

► The relevance of the estimator in predicting stock returns is unknown. ► Estimator is relevant given that stock market data is mostly heteroskedastic. ► We find that accounting for heteroskedaticity and persistence improves forecasting. ► We find that a GLS estimator is better than an adjusted OLS estimator.