Progressive diagnosis
Structured the experience from overview to detailed evidence so users are not overwhelmed by the full dataset.
Hicham Mahboub
01 / The problem
02 / My response
I designed an analysis flow that converts assessment data into performance views, competency priorities, heatmaps and printable reports. The interface progressively moves from overview to diagnosis.
What changed
Translated scores into competency priorities
Supported student and cohort analysis
Produced presentation-ready reports


Engineering decisions
Structured the experience from overview to detailed evidence so users are not overwhelmed by the full dataset.
Combined rankings, heatmaps and reports because no single chart explains learning performance.
Included a right-to-left dashboard experience for the intended education context.
Stack & capabilities