Program Requirements To obtain the certificate in Discovery, Design, and Innovation, candidates must select from the following courses, for a total of at least 15 credits. Requires of all students are the following courses: IT 944 The Process of Discovery and Its Enhancement in Engineering Applications IT 894 Design and Inventive Engineering SYST 520 Systems Design and Integration Students must select two courses from the following (6 credits): CEIE 670* Decision Methods and Tools CEIE 601* Infrastructure Modeling SYST 573 Decision and Risk Analysis STAT 664/SYST 664 Bayesian Inference and Decision Analysis INFS 781/STAT 781 Data Mining and Knowledge Discovery STAT 652 Statistical Inference STAT 700 and 701 Multivariate Statistics and Data Analysis OR 671/SYST 672 Judgment and Choice Processing and Decision Making IT 819 Computational Models for Probabilistic Inference CS 785 Knowledge Acquisition and Problem Solving *Recommended if pursuing an M.S. in Civil and Infrastructure Engineering