1. Corporate Leader of Data AnalyticsMunich Reinsurance America Inc Princeton NJ USA
2. Department of OperationsBusiness Analytics & Information SystemsUniversity of Cincinnati Cincinnati OH USA
3. Department of Information SystemsStatistics, and Management ScienceThe University of Alabama Tuscaloosa AL 35487‐0226 USA
4. Optimum Office Solutions Ridgewood NJ USA