Federal student aid rules, state higher education policy, and workforce development funding are increasingly evaluating academic programs using the same accountability metric: graduate earnings. Recent policies, including Indiana’s 2026 program viability law and the U.S. Department of Education’s Gainful Employment framework, compare graduate earnings to high school graduate benchmarks. Because earnings data can now be measured through administrative wage records covering more than 95 percent of workers, multiple policy systems are converging on this metric simultaneously.

Several recent policy developments indicate that different higher education oversight systems are beginning to rely on the same performance metric: graduate labor market outcomes.

In March 2026, the state of Indiana enacted Senate Enrolled Act 199, which requires public universities to eliminate or restructure degree programs whose graduates fail to meet defined earnings benchmarks. The statute establishes a direct economic viability test for academic programs. Undergraduate programs are classified as low earning if the median earnings of graduates four years after completion do not exceed the median earnings of workers in Indiana with only a high school diploma. Graduate programs fail if their graduates do not out earn workers with a bachelor’s degree.

Programs that fall below these thresholds cannot continue operating without state approval. The Indiana Commission for Higher Education must grant a waiver for programs to remain active, creating a formal mechanism for state intervention in academic program portfolios when graduate labor market outcomes fall below benchmark levels.

Federal student aid oversight is moving toward the same benchmark through the Department of Education’s Financial Value Transparency and Gainful Employment framework introduced in 2023. This federal framework evaluates programs using two outcome measures: debt-to-earnings ratios and an earnings premium test. Under the earnings premium rule, a program fails if the median earnings of its graduates do not exceed the earnings of typical high school graduates in the same state.

Federal guidance explains the policy rationale in explicit economic terms. The Department of Education has stated that the rule is intended to ensure that programs leave graduates “better off than they would be if they had never enrolled,” using the earnings of high school graduates as the comparison baseline.

Workforce policy frameworks have long relied on comparable outcome measures. The Workforce Innovation and Opportunity Act requires states to evaluate training providers using employment and wage indicators, including employment in the second and fourth quarters after program exit and median earnings in the second quarter after exit. Many states also apply explicit eligibility thresholds tied to these metrics. For example, Washington requires training programs to maintain an employment rate of at least 50 percent and median quarterly earnings of at least $5,000 to remain eligible for publicly funded training vouchers.

Federal student aid oversight, state higher education policy, and workforce development programs historically operated as separate governance systems. The evidence above indicates that these systems are increasingly applying the same performance test: whether program graduates earn more than comparable workers without the credential.

Graduate earnings have emerged as a widely used accountability metric because they can be measured consistently across policy systems and verified using administrative data.

Under the Department of Education’s Gainful Employment framework, programs must demonstrate that graduates can manage student debt relative to earnings. The federal rule evaluates programs using a debt-to-earnings calculation in which annual loan payments must not exceed 8 percent of a graduate’s total earnings or 20 percent of discretionary earnings. Programs exceeding these thresholds are classified as high debt burden programs and can lose federal student aid eligibility after repeated failures.

The federal framework also includes an earnings premium test that establishes an explicit earnings floor. The Department of Education calculates the median earnings of workers in each state who hold only a high school diploma and requires that the median earnings of program graduates exceed that benchmark. If graduates do not out earn high school graduates, the program is treated as failing to deliver measurable economic uplift.

Federal guidance describes this benchmark as a minimum accountability standard for programs receiving taxpayer supported student aid. The comparison is intended to determine whether enrollment in a program improves a student’s economic position relative to entering the labor market directly after high school.

The use of earnings metrics has expanded partly because policymakers can now measure them using administrative records rather than voluntary surveys. Graduate earnings can be calculated by matching program completers to federal earnings datasets maintained by agencies such as the Treasury Department, the Internal Revenue Service, or the Social Security Administration. Workforce agencies use similar data infrastructure by linking participants to state unemployment insurance wage records.

Policy analysts studying graduate earnings data note that administrative tax records can capture employment income for more than 95 percent of workers. This coverage allows regulators to construct longitudinal datasets tracking earnings several years after program completion.

Because earnings data are measurable, comparable, and derived from administrative records, multiple policy frameworks are increasingly using them as the central accountability benchmark. Federal student aid rules use earnings to determine whether programs should retain Title IV eligibility. State governments are beginning to use earnings thresholds when deciding whether programs should remain authorized. Workforce agencies rely on the same data to determine which training providers qualify for publicly funded training programs.

The available evidence suggests that what appears to be a fragmented policy environment is gradually converging around a single outcome measure.