The STATS earnings accountability rule is currently being framed as a 2027 compliance issue.
The rule is moving quickly. It was published in April, the comment deadline is May 20, and the framework will be finalized by July. Most institutions are treating this as a downstream compliance exercise tied to 2027 outcomes.
The more immediate issue is how those outcomes will be calculated. Cohort selection, early earnings, and state benchmarks will determine results well before anything is published. Under the current timeline, the first calculation will draw on IRS earnings data four years after completion, pointing back to the COVID cohort: 2021 graduates.
If that holds, the baseline reflects a disrupted labor market. This is the part of the rule that is still open to influence. After May 20, it is not.
This deep dive covers:
Whether 2021 is effectively the baseline, and what distortion it introduces into the first STATS outcomes
Which programs are structurally exposed under that baseline, and why most institutions cannot reliably model that exposure today
What elements of the methodology are still contestable before May 20, and what is already effectively locked in
1. Is 2021 effectively the baseline, and what distortion does it introduce into the first STATS outcomes?
Based on the rule’s current timeline and data dependencies, the first STATS calculation is highly likely to anchor on 2021 completers, with earnings measured in 2025 and published in 2027. This is not a modeling assumption, but a function of how IRS earnings data lags program completion by four years.
That choice matters more than any other element of the rule.
The framework assumes that earnings four years after completion provide a clean signal of program value. For the 2021 cohort, that signal is structurally distorted. These graduates entered the labor market during the most disruptive period in recent history, with hiring freezes, sector shutdowns, and compressed entry-level opportunities across multiple fields. The result is well documented: graduates entering recessionary labor markets experience measurable early-career earnings losses that can persist for years.
That distortion does not fully resolve by the fourth year. In many cases, the fourth-year earnings snapshot captures the tail end of that scarring effect, not a normalized trajectory.
There is a second, less visible effect embedded in the benchmark itself.
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