Design and development of scenario-based learning focused on customer authentication, informed directly by learner performance data. Instructional decisions were guided by instructor-identified error patterns and concepts learners consistently struggled to apply in real-world situations.

Scenarios were developed collaboratively with instructors and subject-matter experts to target judgment gaps, reinforce correct decision-making, and align learning experiences with frontline operational realities.