Education
See which students are about to lose financial aid eligibility
GPA records, credit completion data and aid requirements connected to flag eligibility risk before the academic deadline.
Why this decision matters.
A meaningful share of withdrawals are financial rather than academic, and many of those students were eligible for aid they never received. The blockers are usually procedural: incomplete verification, a missing document, an appeal never filed.
The failure mode is a balance-driven process. The student appears on a collections or registration-hold list, which is the last possible moment to help, and the aid office learns about it after the hold has already blocked registration.
Catching stalled aid earlier protects both enrollment revenue and the student. The work is administrative rather than expensive, which is why it has one of the best cost-to-outcome ratios of any retention intervention.
Comparing tools for education? See how SIGNLD compares with Powerdrill. For the underlying numbers, read SIGNLD nonprofit and education pricing.
How SIGNLD answers it.
Step 01
Connects to your source systems
Read-only access to your student and financial aid data store (PostgreSQL), the verification and packaging sheets your aid office maintains (Google Sheets), and your accounting ledger for balances (QuickBooks).
Step 02
Builds the graph across those systems
Students, aid applications, verification steps, awards, and account balances are linked so a stalled step is connected to the balance and enrollment risk it will eventually cause.
Step 03
Returns a ranked brief
The brief ranks students by unclaimed eligibility and enrollment risk, shows which procedural step is stalled, and recommends the specific outreach the aid office should make first.
Reads from.
SIGNLD connects read-only to your existing systems. 800+ integrations available.
What the brief looks like.
The question
Which students are at risk of losing financial aid eligibility this term?
What SIGNLD found
22 students are on track to fall below the SAP (Satisfactory Academic Progress) threshold by end of term based on current GPA trajectory and credit completion pace. Losing aid eligibility mid-program is the primary driver of institutional debt default in this institution's historical data. The 22 students are not currently enrolled in any academic support program.
Evidence
- 22 students projected below SAP threshold at current academic trajectory
- SAP failure is the primary predictor of institutional debt default in 4 years of historical data
- None of the 22 are in active academic support programs
Recommended move
Trigger immediate academic counselor outreach to all 22 students. Prioritize enrollment in academic support services. An intervention at this stage has a 61% success rate in this institution's own data. After the term ends, the intervention window is closed.
61% of flagged students retained aid with early intervention
Illustrative brief. Figures are sample data, not customer results.
Questions.
More decisions in Education.
Education
Know which students are likely to drop before they do
Enrollment records, attendance data and financial aid status connected to flag retention risk while there is still time to intervene. 14 students show a combined risk profile: attendance below 70%, financial aid status flagged for verification, and no advisor contact in the last 30 days.
Read the decision →Education
Stop losing teachers to burnout you could see coming
HR records, class assignment data and PTO history connected to surface overload patterns before they become resignations. 7 teachers are carrying class loads 30% above their contract baseline with no supplemental compensation logged. 3 of the 7 have not taken any PTO since the start of the school year.
Read the decision →Education
Find out which programs are moving graduation rates and which are not
Academic performance data, program enrollment and advising records connected to trace which interventions actually produce outcomes. The tutoring program shows no measurable impact on graduation rate for students who use it fewer than 4 sessions per term.
Read the decision →Run this decision on your own data.
Free Forever plan. Full 14-day Growth trial. No credit card.