Hierarchical cluster method is applied to assess the operating performance of chiller system. The index of BIC is used to select the cluster number. Through the analysis of COPs of each chiller in different clusters, the potential of energy saving for chiller system can be illustrated. The OEER of chiller can be represented by the COPs of chiller in all cluster centers.