The typical situation
Tens of thousands of enquiries arrived each season. Counsellors worked them in the order they came in, and a large share stalled silently after the second contact.
The admissions CRM held every interaction; nobody had asked it which enquiries were worth a third call.
What the data looked like
Three seasons of CRM interaction logs, application outcomes, call records and campaign source. Call-outcome fields were inconsistently filled; part of the work was a call-verification app so that outcomes could be trusted.
What we built
- A daily priority list for counsellors: which stalled enquiries are most likely to convert with one more contact.
- Verified call logging so the model trained on real outcomes.
- A weekly funnel report for admissions leadership by source and programme.
Typical outcome
| Measure | Before | After | Period |
|---|---|---|---|
| Stalled enquiries converted to application | baseline | +14% | one intake season vs the previous |
| Counsellor calls per application | 11.2 | 8.6 | same period |
What usually trips these projects up
The verification app should have been a separate, earlier project. Model work waited six weeks for trustworthy outcome data.