
Praveen Aggarwal, Kjell Knudsen, Rajiv Vaidyanathan, and DemandTec Vice President of Corporate Marketing, Armen Najarian
UMD has established the Marketing Analytics Program (MAP), among the first of its kind nationwide. The Regents of the University of Minnesota approved the program on May 13, 2011. The undergraduate major is available through the Labovitz School of Business and Economics (LSBE) at the University of Minnesota Duluth (UMD).