A working estimator
The students your mission already touched — and lost.
More than 37.6 million working-age Americans hold some college credit and no credential. A defined subgroup — the National Student Clearinghouse’s Potential Completers, with two or more full-time-equivalent years already earned — re-enrolls at roughly three times the rate of other stop-outs and completes at more than twice the rate. Select a state to estimate the pool within reach of your institution.
Your institution’s own near-completers, counted by credit band. No federal dataset — not IPEDS, not the College Scorecard, not the Clearinghouse’s public reports — contains a roster of your stopped-out students with 90-plus credits, or those sitting at 60 to 89. Only your Registrar and Institutional Research office can produce it, and it is the single most important number for program design. An institution serious about this population produces that baseline within sixty days. That directive — and the two-track re-entry credential it feeds — is where the engagement begins.
Method, sources, and what this estimator should not claim
How the numbers are built
- State SCNC pools are the National Student Clearinghouse Research Center’s working-age (under 65) counts from Some College, No Credential: A 2025 Snapshot (June 2025; data as of July 2023), rounded.
- Potential Completers are estimated by applying the national share — 7.2% of the SCNC population — to the state pool. State-level Potential Completer counts are not published; this is a derived figure and is labeled as such.
- Within-reach pool multiplies the derived Potential Completer estimate by the catchment share you select. It is a planning heuristic, not a market study.
What this should not claim
- These are population estimates, not recruitment forecasts. Re-enrollment nationally runs near 2.7% of the SCNC pool in a given year.
- State figures are point-in-time and grow each year; the national pool rose 2.2% in the latest snapshot.
- The estimator says nothing about your former students — the highest-yield group of all — because no public dataset can.
- Yield assumptions must be validated against the national benchmarks: Potential Completers re-enroll at roughly 3× the rate of other stop-outs and 22% earn a credential within two years of return.
The estimate is the invitation. The baseline is the work.
I help presidents and cabinets turn this population from a statistic into a program: the sixty-day internal baseline, the two-track re-entry credential, the debt-threshold policy, and the partnerships that make return realistic — built for the federal accountability environment these students will graduate into.