This study employed Data Envelopment Analysis (DEA) and Windows Analysis to evaluate the relationship between managerial performance and the price rewards of 22 listed food companies in the stock market from 2005~2009. This study used a financial indicator to evaluate operating performance with DEA models to select stocks for constructing investment portfolios. Finally, we added quantitative investment tools to find the best stock portfolio strategy for inventors.