A large report management system manages a large Online Analytic Processing (OLAP) report. The system segments a set of members of interest for an OLAP report to define one or more segments, and determines an interest degree of each segment. The system generates a summarized representation of each segment that is of lesser interest, and presents a report with members of each segment of greater interest and the summarized representation of each segment of lesser interest.