Pilots and Iterations
Run a short pilot with a small group, testing rubrics, tools, consent language, and reporting cadence. Collect usability feedback from learners and raters. Use quick cycles to refine descriptors and workflows before scaling, reducing friction, avoiding surprise burdens, and ensuring credibility when the broader rollout arrives.