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Education

Enrollment, tuition and dropout tell the same story in different systems.

Education groups track enrollment, retention and revenue in separate databases. The brain links student, program, campus and tuition, and dropout shows up before it turns into late payment.

What the brain connects

StudentacademicEnrollmentregistrarProgramcatalogCampusoperationsTuitionfinanceDropoutrisk signals
the signal arrives late

Where money leaks

  • Dropout noticed only when tuition stops coming in.
  • Enrollment measured by campaign instead of by students who stay.
  • Academic back office with rework across systems.

Where agents work

  • Dropout riskWhich students need outreach this week.
  • Enrollment that staysWhich channels bring students who finish the program.
  • Academic back officeWhich open items block enrollment and billing.

How it starts here

  1. Week 1

    Academic and financial databases connected.

  2. Week 2

    Risk signals calibrated with program coordinators.

  3. Week 3

    Model validated against past cohorts.

  4. Week 4

    Weekly outreach list in use by campuses.

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