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The purpose of the research is to solve the problem of automating the time log. Recording the activity time is an overhead for the users following the Personal Software Process (PSP). In this paper we have proposed an approach to solve this problem. Our solution consists of speech recognition based data collection approach and Rules and constraint framework. In this paper, we have discussed the problems in the existing activity time collection systems and how our approach can solve the problems.