Danny W. Stout, Ph.D., is a Data Scientist with TIBCO. In his current role, he focuses on Advanced Analytics and assists customers with developing solutions to provide actionable insights using diverse sources of data. While he has experience in a variety of vertical markets, he has specialized experience in validated industries including pharmaceutical manufacturing, energy including oil and gas, and risk modeling. He has led projects in automation of APRs, stability studies, genealogy and manufacturing applications for many industry leaders in pharmaceutical manufacturing, ROP and Production studies for the energy industry and credit scoring and fraud detection for the finance and insurance industries. His broad range of expertise, experience and education allows him to assist with custom analytic solutions, training in statistics and data mining methodologies and sales engineering. His educational background is dynamic and versatile with degrees in academic leadership, human relations and educational psychology. He received his doctorate from Oklahoma State University in the Research, Evaluation, Measurement and Statistics Program in the Educational Psychology Department. Prior to his time with TIBCO, he was a Data Scientist with both Dell and StatSoft, and was faculty with the University of Oklahoma as the Curriculum Development and Evaluation Specialist for the Family Medicine Residency Program in the School of Community Medicine.