GSD Learning Systems · synthetic demo

Enrollment Fraud Response Lab

A local-first command sheet for suspected applicant/student identity fraud: document discrepancies, financial-aid exposure, dismissal ownership, evidence retention, and policy follow-up. No student data. No cloud database. No accreditation cosplay, mercifully.

Response readiness
72/100

Controlled but documentation-dependent.

83%Evidence complete
LowTitle IV exposure
4Open controls
RegistrarNext owner

Response sequence

Freeze the record.

Preserve all submitted identity documents, screenshots, admissions interview artifacts, Respondus/VPN flags, and Salesforce notes. Do not clean up the crime scene because somebody wants the folder pretty.

Confirm financial-aid exposure.

Record whether Title IV funds were disbursed, returned, or never released. If funds moved, escalate before dismissal language goes out.

Assign the sender.

Registrar sends the dismissal notice. Compliance drafts or reviews. Executive leadership stays out of the sender field unless policy requires it.

Reverse enrollment cleanly.

Back out enrollment, cancel active status, preserve the student record, and log the exact operational steps.

Close the policy gap.

Use the case to create a formal fraud policy: evidence threshold, sender, escalation, aid review, appeal posture, and admissions interview controls.

Policy builder

Identity discrepancyInterview verificationAid exposureRecord retentionRegistrar notice

Generated response brief