These items are preliminary portfolio products from the Data for Opportunity in Occupation Reskilling Solution (DOORS), RIPL’s National Science Foundation-funded project to transform government administrative data into scientifically-valid measures of Return-on-Investment (ROI) to labor and reskilling programs, and deliver these metrics straight to workers and job counselors through a user-centric web- and mobile- app to empower informed decisions.