UC-132
Learning-Outcome Evidence Engine
Flags pupils falling behind weeks earlier and measures quasi-experimentally how much learning improves in SchoolX schools.
10-14Build Duration
12-25xIndicative ROI
The Challenge
Renewal and sales conversations lean on anecdote because no one measures learning impact against a matched control. Pupils falling behind are seen at term grades, weeks too late.
How It Works
- Ingests Pleno results, e-stela interaction logs and the curriculum standards graph.
- Builds mastery maps, flags early-warning pupils and runs matched-control comparisons.
- Delivers early-warning lists to schools and efficacy evidence packs to renewals and sales.
What It Removes
- Impact claims resting on anecdote
- Falling-behind pupils seen at term grades
- Efficacy questions unanswered in tenders
Input Data RequirementsPleno evaluation results (25M+), e-stela interaction logs (153M sessions), curriculum standards graph
Output FormatMastery maps with early warnings, quasi-experimental efficacy evidence packs
“Honest proof that our materials raise results - built on longitudinal data no competitor holds.”