With simulated data for approximately 80 academic programs, this dashboard provides an example of a quadrant-based scoring matrix for hypothetical academic programs. This general framework could easily be extended for a number of different use cases.

A reproducible logistic regression analysis of publicly available cardiac patient records is presented focusing on clarity and completeness of reporting is presented. A prediction model classifying cardiac event probabilities for new patients is trained and then evaluated for individual predictor importance as well as overall model fit indices.

With simulated data spanning more than a decade this dashboard displays enrollment trends for a hypothetical university broken out down to the College, Department, and Major levels across academic years.

With simulated data for more than 80 college majors (College > Department > Major > CIP-Code) joined by CIP-SOC crosswalk to relevant BLS career field projections, this dashboard gives detailed 10-year employment demand projections (OTJ Training, Education level, Related experience requirements) and recent national and local salary estimates.

With simulated student data this dashboard showcases a variety of student outcomes by completed major and graduating class.