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When Does Enrollment Decline Become Concerning?

Small enrollment and sustained decline are plausible warning signals. The retained cohort is useful for a descriptive screen, but its six observed closures do not establish a sharp or fatal threshold.

Size Matters

Survival Rate by Enrollment Size

In the smallest enrollment group, 5 of 165 were observed closed, for a descriptive survival rate of 97%. The only other observed closure falls in the next-higher enrollment group.

Survival Rate by Enrollment Size Bucket

This pattern is consistent with small institutions having less room to absorb enrollment shocks, but six outcomes cannot establish a threshold shape or rule out differences in reporting and institution mix.

Duration of Decline

How Long Until It's Too Late?

The one-year-decline group contains 1 observed closure among 445 institutions. The three-or-more-year group contains 2 among 186; the five-or-more-year group contains 0 among 47.

Survival Rate by Consecutive Years of Enrollment Decline
Finding
Enrollment below 900 students combined with 3 or more years of decline identifies 93 institutions. 1 was observed closed, a 1.1% descriptive rate.
Critical Threshold

The Danger Zone

This is a screening definition, not a validated tipping point. The criteria are easy to monitor, but one observed closure among 93 matching institutions does not justify a claim that survival becomes unlikely or that crossing the threshold should trigger a specific action.

The definition remains useful for organizing a watchlist: is enrollment below 900, and has it declined for three or more consecutive years? Any practical warning system would still need better outcome coverage, threshold validation, and institution-level review.

The current data do not establish an intervention point. They support the narrower conclusion that size and trend are sensible variables to carry into a better longitudinal validation.

Descriptive survival summaries from College Scorecard and IPEDS 2015–2023 data. Decline years = consecutive annual enrollment decreases. Survival = institution still operating as of the last retained filing. No causal or deployment claim is made.