To summarize, we have used Naive Bayes and C4.5 with CF on three datasets for direct marketing from different sources. Several common problems emerged, and we have provided solutions to these problems. We demonstrated that data mining is an effective tool for direct marketing, which can bring more profit to banks, insurance companies, and the retail industry than the traditional means of mass marketing.