Evidence
What we can show you, and what we can prove.
Three kinds of evidence sit here. What happened at a named institution, what is true across the sector, and shorter pieces that argue one idea. Every figure in the research is either reported by a named public source or computed from one.
Case studies
Each study names one institution and the figure that changed.
Research
21 analyses of how institutions spend, price and retain.
What each institution is judged on
Every kind of educational institution is judged on one metric that moves real money, and the metric differs by sector more than most retention pitches account for.
August 2026
What a lost student costs depends on whether the seat can be refilled
A departure removes about $5,300 of tuition at a community college and about $224,000 at a private medical school, and the difference is how many years the empty seat repeats the loss.
August 2026
Every college buys its class twice
The recruiting budget is the smaller of the two payments an institution makes to enroll each student; the larger payment is set one award letter at a time each spring, and it never appears in anyone's acquisition math.
August 2026
The new federal loan caps go by catalogue code, and the gap lands on the scholarship budget
On July 1, 2026, Grad PLUS ended and fixed borrowing caps took its place.
August 2026
Universities now pay for a quarter of their own research
American universities spent $30.2 billion of their own money on research in fiscal 2024, and $7.07 billion of it was overhead they had earned under negotiated federal rates and never collected.
August 2026
Online students expect an answer within three hours, and one program in four sends one
48% of online students expect a response within three hours of submitting an inquiry, and 25% of online programs report delivering one; both figures come from paired 2024 surveys by the enrollment research firm Ruffalo Noel Levitz.
August 2026
The same empty seat hits a Texas budget this year and a California budget in full three years later
California and Texas both fund school districts on attendance, but Texas reprices the money every six weeks while California pays on the highest of three years, so only one of the two superintendents can see the loss in this year's budget.
August 2026
In Ohio, the median balance keeping a stopped-out adult from re-enrolling was $735
Eight Ohio institutions cleared old student balances, and the new tuition that followed was about 21 times what they would ever have collected.
August 2026
A postcard that goes to families beats a portal that waits for them
In a randomized trial published by the Institute of Education Sciences, a single $0.22 postcard cut student absences by about 2.4 percent (2017).
August 2026
The federal grant works out to eighty dollars a student, and the state money follows the federal paperwork
Money under the Carl D.
August 2026
Two colleges can charge a family the same price and run on completely different money
For a family earning $30,000 and under, a private historically Black college (HBCU) and a private college outside the sector land on nearly the same net price, which is the amount the family actually pays after grants and scholarships.
August 2026
The same online institution can pay $8,800 or $48,800 a year for the same programs, depending on its home state
SARA, the State Authorization Reciprocity Agreement, lets a college enroll online students across state lines under one membership instead of separate approvals from every state.
August 2026
Every intervention that reduced summer melt could answer a student back
Between 8 and 40 percent of admitted students who intend to enroll never start, and the rate climbs as family income falls.
August 2026
Where the IT dollar goes
Central IT, the technology department the whole institution shares, costs reporting institutions a median of $1,601 per full-time-equivalent student.
August 2026
The database grew faster than the donor file
Alumni giving participation fell from 12.4 percent to 8.3 percent between 2005 and 2014, the last year its publisher reported a national rate.
August 2026
The full price of a graduate has never been published
Every component of what a student costs, from first contact to diploma, appears in some published study.
August 2026
Nobody keeps a national count of the students lost before census day
The enrollment count that state funding follows is taken on the census date, a day set a few weeks into the term when each college certifies who is enrolled.
August 2026
Every recommended caseload in education is public, and every measured caseload sits far above it
School counselors carry 376 students against a recommended 250, and school social workers carry 2,106 against the same recommended 250.
August 2026
The only published count of what happens after a student is flagged comes from the company that sells the flags
An early-alert system is campus software that lets an instructor, or an algorithm watching grades, flag a struggling student so an adviser can reach out.
August 2026
Reaching out first costs more per student and less per degree
In randomized trials, the programs that put a person on each student, an adviser, a coach, or a tax professional, kept more students enrolled and nearly doubled graduation.
August 2026
One major gift officer works about forty prospects a year
The published evidence converges on roughly forty prospects that one major gift officer actually works in a year, against assigned lists of 75 to 150 names.
August 2026
Articles
Shorter reads on how higher education becomes agentic.
How AI Agents Are Transforming Student Retention Across Universities
April 22, 2026
5 Enrollment Challenges AI Agents Solve That Advisors Can't Do Alone
April 18, 2026
How One Public University 32x'd Proactive Outreach in 8 Weeks
April 14, 2026
Closing the Gap: How AI Advancement Agents Increase Alumni Giving
April 9, 2026
The Agentic Operating System: What It Means for Your University
April 3, 2026
Early Warning Systems vs. AI Advisor Agents: What's the Difference?
March 27, 2026
Calculating the Real ROI of AI in Higher Education Enrollment
March 20, 2026