Client activity can be analyzed and risk candidates identified based on the client activities. A client database can be analyzed for determination of clients having a high risk for a financial institution. The determination is based on known activities of filtered clients where the activities are historically indicative of resulting in a loss for the financial institution. A target client profile representative of a high risk client may be selected. The client database can be mapped to find similar clients to be identified as a high risk of loss.