Institution AI Impact Calculator

Enter the institution's details to calculate its Cost-to-Serve, Time-to-Comply and Cost-to-Retain impact.

Institution data

Enter the institution's enrollment, tuition and retention/graduation figures below.

Institution nameTotal enrollment (FTE)Tuition & fees / year$Full-time retention rate%Graduation rate%

Adoption scenario

These three tiers come straight from Talisma's national model (see Assumptions below). They set the automatable share of Cost-to-Serve / Time-to-Comply and the DFW-reduction target from the retention roadmap.

Year-1 realization rate50%

Share of the full addressable opportunity a newly-deployed program typically captures in its first year, across all three levers. Adjust down for a cautious pitch, up for a full-speed rollout.

Cost-to-Serve

Blended cost / student / yr ($)

Time-to-Comply

Blended hrs / institution / yrLoaded cost / hour ($)

Scale compliance hours by institution size (vs. the flat national benchmark — most Title IV compliance burden is fixed per institution, not per student)

Cost-to-Retain (DFW)

Courses / student / yrAvg fee / course override ($)Reference retention rate (%)Reference graduation rate (%)DFW sensitivity (pp per pp retention gap)Actual DFW rate (%)

Enter this institution’s actual DFW rate instead of estimating

Projected impact

Complete the institution data above — everything below builds once total enrollment is entered.

Current annual exposure

$720,000

Projected Year-1 savings

$229,031

Cost-to-Serve + Time-to-Comply + DFW revenue at risk, this institution31.8% recovered in Year 1

Cost-to-Serve

Enrollment, advising & IT support

Institution cost pool$0

AI-addressable (52.3%)$0

Year-1 projected savings

Time-to-Comply

Federal, state & Title IV reporting

Compliance cost$720,000

AI-addressable (63.6%)$458,063

Year-1 projected savings

$229,031

Cost-to-Retain

Tuition revenue lost to D/F/W outcomes

DFW rate (est.)20.0%

Revenue at risk / yr$0

Year-1 projected recovery

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Assumptions & sources

Blended Cost-to-Serve: ≈ $3,750 / student / yr (net of overlap). Components: enrollment & admissions ops $700, student services & advising $2,500, IT service desk & comms $800. Source: NCES/IPEDS, EDUCAUSE Core Data Service, UPCEA & EAB 2024–25.
Cost-to-Serve automatable share: Bottom-up base case 52.3%; scenario range 35–65% per Talisma’s TAM Bridge & Sensitivity model.
Blended Time-to-Comply: ≈ 9,000 hrs / institution / yr (≈4.5 FTE), applied flat regardless of institution size unless “scale by size” is enabled. Source: NCES/OMB Federal Register (IPEDS burden), Vanderbilt/BCG 2015.
Loaded cost per compliance hour: $80 used in this build’s underlying calculation (the source workbook’s Assumptions tab separately lists an illustrative $60 blended admin rate — we use the $80 figure since it’s what the workbook’s own Time-to-Comply totals are computed from).
Cost-to-Retain (DFW) formula: Revenue lost = students × courses/student/yr (10) × DFW% × average fee/course. National baseline DFW = 20%; average fee/course defaults to this institution’s tuition ÷ 10 when available.
Retention roadmap: Six-intervention roadmap recovers up to 7pp DFW (Phase 1: early-alert, tutoring/mentoring, faculty training ≈ 4pp; Phase 2: AI personalization, standardization, monitoring ≈ +3pp). Gateway-course redesign studies cited show 5–10pp reductions are achievable.

On the DFW estimate: IPEDS does not publish course-level D/F/W rates directly, so this tool derives an illustrative estimate from the institution's retention (or graduation) rate relative to a national reference point, using an adjustable sensitivity factor. This is a directional proxy for early sales conversations — replace it with the institution's actual DFW data (from the registrar or institutional research office) before finalizing any pitch numbers.

All figures are illustrative planning estimates for sales-conversation purposes, not audited financials. Verify every auto-extracted field against the source PDF before presenting to a prospect. Built from Talisma's “Agentic Models for Higher Education” benchmark workbook.