NAEEM SIDDIQI is the Director of Credit Scoring and Decisioning with SAS(R) Institute. He has more than twenty years of experience in credit risk management, both as a consultant and as a user at financial institutions. He played a key role in developing SAS(R) Credit Scoring and continues to provide worldwide support for the initiative.