Introduction
For three years, Financial Value Transparency and Gainful Employment (FVT/GE) has been the compliance gravity well that every IR office orbited. The completers list, the debt-to-earnings test, the October 1 deadline (procedural detail in ED's FVT/GE FAQ). The 2026 cycle, which opened July 1 and closed October 1, 2026, was the last one before the Student Tuition and Transparency System (STATS) takes over. ED published the STATS final rule in the Federal Register on July 1, 2026, and most of it takes effect July 1, 2027. The weight of that orbit is measurable: in our interviews with 50+ IR professionals across 19 states, 47.1% named accreditation and compliance pressure as a core resource constraint, and half of institutions run IR offices of one to three people who handle everything from federal reporting to ad-hoc executive requests.
If you are new to how the three terms relate, the STATS vs FVT/GE vs PPD explainer covers the lineage. If your office treated 2026 as just another GE cycle, the bigger change is still ahead. The muscle you built for FVT/GE only half transfers to what comes next.
Where things stand after October 1
The deadline is behind you, but the federal calendar is not finished. This is what ED has put on the record in electronic announcement GENERAL-26-49 (August 11, 2026, since updated) and in the final rule.
- Back data is still due. ED said more than 1,900 institutions had not reported, or had under-reported, data from the 2024 and 2025 cycles. Its September 25 update cut that to about 1,550. The final deadline for that delinquent data is January 15, 2027, and ED said it will not grant further extensions. Late 2024 or 2025 submissions still have to include every required data element for those cycles.
- Skipped fields count as early STATS adoption. For the 2026 cycle only, institutions could leave out certain data elements. Doing so is treated as early implementation of the reduced reporting requirements under STATS. Early adoption does not change whether a program faces the Earnings Premium measure that begins July 1, 2027.
- Draft data comes first. ED plans to publish draft FVT/GE and STATS data in 2027, let institutions review it, and release final data later that year. From 2028, annual publication will rely only on STATS data.
- The first earnings window is already fixed. The final rule explains that in 2027 ED will source calendar-year 2025 earnings for 2020-21 graduates (and earlier calendar years for earlier cohorts). Those students left your programs years ago.
If your institution is on ED's list of late reporters, January 15 is now the date that matters most. If it is not, the next date is the draft data release.
What carries over to STATS
The good news is that your hardest-won FVT/GE infrastructure is not wasted.
- Program inventory at the 6-digit CIP level. STATS scores programs the same way GE did, by CIP and credential level. Your program crosswalk survives.
- Completer cohorts. STATS, like GE, measures graduates, not enrollees. The cohort-construction logic you already maintain is the same backbone.
- The reporting reflex. Matching students to programs, handling exclusions, reconciling against the Clearinghouse. That operational discipline is exactly what STATS will demand, just against a new metric.
What quietly disappears
Here is where teams get caught. The test itself changes, and with it the intuition you have built about who passes.
- The debt-to-earnings (D/E) ratio is gone. FVT/GE asked whether graduates' debt was affordable relative to earnings. STATS asks a different question entirely.
- The new question is the Earnings Premium. Does a program's completers earn more than a typical high school graduate (for undergraduate programs) or more than a typical bachelor's-degree holder (for graduate programs), measured years after completion in the same state.
- Low-debt no longer means safe. Under GE, a cheap program with modest earnings could pass on affordability. Under STATS, the same program can fail.
Under FVT/GE a cheap program with modest earnings could pass on affordability. Under STATS the same program can fail, because the benchmark is now absolute earnings against a high-school baseline, not debt burden. This is the single most important shift for IR to internalize.
The 2-of-3 mechanism: failure is a pattern, not an event
STATS does not end eligibility on a single bad year. A program loses Direct Loan eligibility after failing the earnings test in two of any three consecutive years. That is a double-edged design. The OBBB-to-Earnings-Premium math walkthrough breaks the 2-of-3 mechanism down with a worked numerical example; the PPD:2026 six-files data-wrangling walkthrough is where the analyst hours actually go when you try to score this for your own programs.
It gives a borderline program a chance to recover. It also means a program flirting with the line needs forward-looking monitoring, not an annual fire drill. One failing year is a warning. Two is a countdown.
Four moves for IR before the first results
Mine the 2026 FVT/GE file you just submitted
Last submission, first input
It was your last GE submission, but the completer and program data you assembled for October 1 are the inputs you will re-point at the Earnings Premium. Don't archive it. Repurpose it. If you still owe 2024 or 2025 data, close that gap before January 15, 2027.
Re-score your portfolio on the new question
Same data, different test
Take every program and ask the STATS question, not the GE question. Do completers clear the high-school-graduate earnings bar. Programs that comfortably passed D/E can land in the danger zone here.
Flag the asymmetric programs
Where the translation breaks
Short-term credentials, lower-wage workforce fields, and certificate programs that passed on low debt are the ones most likely to flip from pass to fail in the translation. List them before the Department does.
Stand up quarterly, not annual, monitoring
The 2-of-3 window rewards speed
With a 2-of-3 window, the institutions that catch a slipping program after year one have room to act. The ones who find out from the Department's published results have much less.
The deadline behind the deadline
October 1, 2026 was the FVT/GE deadline everyone could see. It landed right after September, one of the three peak months (September, January, May) when IR utilization hits 75 to 90 percent of capacity in our whitepaper data. The deadline you cannot negotiate is the 2027 publication of the first Earnings Premium data, draft first and final later in the year, built on cohorts who graduated years ago. By the time the public list appears, the underlying outcomes are fixed. What you control is whether you saw it coming. The exposure-map playbook walks through how to see it coming at the program level; the 50% institutional trigger covers the portfolio-level rollup the cabinet will care about. The public-comment analysis shows which final-rule changes are most likely. Clema's STATS AI Agent re-scores your portfolio on the Earnings Premium without a new data pull.
Turn your last GE cycle into your first STATS map
Clema's STATS AI Agent takes the program data you already assembled for FVT/GE and re-scores it on the Earnings Premium. It tells you, in plain English, which programs flip from pass to fail in the transition, and which ones sit inside the 2-of-3 danger zone. No new data pull. No Excel gymnastics.
Try the STATS AI AgentSources
U.S. Department of Education, Federal Student Aid Partners, FVT/GE knowledge center. FVT/GE Frequently Asked Questions. AIR, Program Accountability Reporting resource center. STATS Notice of Proposed Rulemaking, docket ED-2026-OPE-0100. STATS and Earnings Accountability final rule, 91 FR 40136 (July 1, 2026). FSA electronic announcement GENERAL-26-49, Guidance on FVT/GE Data Reporting, STATS Early Implementation, and Next Steps for Publication. NACUBO, ED Sets Final FVT and GE Reporting Deadlines (August 2026). AIR, Education Department Refreshes FVT/GE Reporting Data (September 25, 2026).
