The equity gap closes one watched record at a time.
Asking is a skill, and it tracks with whether a student's family has done college before, so the quiet student surfaces in the data last. Risely's agents read every record on every pass, and the first-gen student who never emails gets the same week-3 catch as the student who knows how to ask.
Records on this pass
3,400 read · 3,400 total
Every tile gets the same read, no matter who asks.
first-gen · works 25 hrs a week
Risk Model reads the drop against the institutional grant that requires 12 credits and opens the case with the evidence attached, nine weeks ahead of the midterm report.
Risely's agents draft each case. A staff member approves it, and the change is written to the record.
The chain that reaches the student who never asked.
RetentionRisk Model
A first-gen student has never emailed an advisor or filed a help request. The pass reads her record like the other 3,399 and opens the case on the evidence: credits down from 12 to 9, logins fading, 25 work hours on the intake form.
↓ a case in week 3, nine weeks ahead of the midterm report
AdvisingDegree Planning
The plan re-solves around the job she cannot quit: a late-start section restores the 12-credit load, and every class clears her evening window. The draft waits for her advisor.
↓ a plan that fits her week, back at 12 credits
Financial aidNet Price & Affordability
The re-price surfaces $1,400 of unmet need the billing calendar would have held until week 12. The emergency-grant case drafts for the aid officer with the math attached, and the student gets one call with the whole story in hand.
Every draft waits for a person's approval, and every approved action writes back to the record.
The agents that move this number.
Each one is a workflow that reads end to end, worked example included.
What changes, and how it runs.
The gap in attention closes first
Outcomes follow attention, and attention stops rationing by caseload.
Saved terms on the thinnest margins
A week-4 repair costs a phone call; a week-12 repair costs a term.
Completion rises where it lags most
The students most at risk stop being the least seen.
The technical read
Connects read-only to existing source systems to start
A person approves every send
Every action lands on an append-only log
Runs alongside existing systems. Nothing rips out.