ATTac-2001's success in the TAC-01 competition demonstrates its effectiveness as a complete system. However, since the competing agents differed along several dimensions, the competition results cannot isolate the successful approaches. In this section, we report controlled experiments designed to test the efficacy of ATTac-2001's machine-learning approach to price prediction.