Before revision:  Our results suggest that there are benefits to employing more sophisticated econometric models than the sample covariance matrix, and that mean-variance strategies often outperform the na\"{\i portfolio across multiple datasets and assessment criteria.
After revision:  Our results suggest benefits to employing more sophisticated econometric models than the sample covariance matrix, and that mean-variance strategies often outperform the na\"{\i portfolio across multiple datasets and assessment criteria.