In this paper we summarize our experience and the initial results from implementing and operating IBM Scenario Planning Advisor (SPA), a decision support system that uses lightweight semantic models to assist finance organizations in identifying and managing emerging risk, a category of risk associated with the changes in the global or local economies, politics, technology, society, and others.