A comparison of returns from 1946 to 1995 on a portfolio of the 10 Dow Jones Industrial Average stocks with the highest dividend yields (the Dow-10) with those from a portfolio of all 30 stocks in the DJIA (the Dow-30) shows that the Dow-10 portfolio beats the Dow-30 statistically; that is, the Dow-10 has significantly higher average annual returns. After adjusting for the Dow-10 portfolio's higher risk, extra transaction costs, and unfavorable tax treatment, however, the Dow-10 does not beat the Dow-30 economically. In some subperiods, Dow-10 performance is economically superior, but the question is how to interpret this information in light of the potential for data mining and investor learning.