Investigate a payout discrepancy
LearningHub prototype · synthetic data
The task
Explain why these payout totals do not reconcile.
Using a fictional affiliate-payout dataset, learners run SQL to find duplicate payments and missing reversals, reconcile the totals and assemble a finding from prepared sentences.
Inspect
Query synthetic records in the browser and compare the results.
Practise
Use prepared explanations and rule-based feedback to work through the discrepancy.
Continue
Return to progress saved in the same browser, or export a readable notebook of the work.
What I want to test
Does a learning path built around a specific goal take less effort than one that learners assemble themselves? Can they then solve a fresh case without help?
Prepared content and synthetic data, with rule-based feedback rather than a live AI tutor.