For millions of students, the Pell Grant is more than financial aid. It can be the difference between whether college is possible at all.
I know because I was one of those students.
As a former Pell Grant recipient, conversations about access, affordability, and the return on education are more than policy discussions to me. Pell helped make my own education possible. But access is only the beginning of the story.
The real goal is what that education makes possible afterward.
Changes to Pell eligibility and the arrival of Workforce Pell are bringing new attention to outcomes. Many colleges already work to understand where students go after graduation. The challenge is building a fuller picture of how graduates fare over time, particularly for the students and programs those policies affect.
And for many schools, that is where the data gets difficult.
Pell Is Entering a New Era
The 2026–27 award year brings several important changes to Pell eligibility, including a new Student Aid Index cutoff and new restrictions involving nonfederal grant and scholarship aid.
But perhaps the biggest shift for academic leaders is the arrival of Workforce Pell.
Beginning July 1, 2026, Pell Grants can be used for certain qualifying short-term workforce programs. This creates new opportunities for institutions to develop programs that help students quickly prepare for in-demand careers.
It also raises an important question:
How will institutions know whether those programs are actually delivering for students?
The answer cannot stop at enrollment or completion.
Schools need to understand whether students find employment, what they earn, where they work, which occupations they enter, and whether the education they received connects to meaningful career opportunities.
That requires following the student journey beyond graduation.
Completion Is Only Part of the Story
Higher education has long measured enrollment, persistence, and completion, and many institutions are also working to track what happens to students after they leave.
Schools know who enrolls. Who persists. Who changes programs. Who graduates.
But once students leave campus, the picture can get much blurrier.
First-destination surveys can help, but they depend on graduates responding and usually capture one point in time. That is a limited view of an education that took years, and thousands of dollars, to earn. The U.S. Census Bureau’s American Community Survey offers broader context on earnings and occupations, though it cannot identify the outcomes of a particular institution’s graduates.
A first job matters. But so does the second. And the fifth.
Did wages grow? Did the student stay employed? Did they move into the field they studied? Did their credential actually create the career opportunity it promised?
These questions become especially important when institutions are assessing the outcomes of workforce-oriented and short-term programs. If we are going to talk seriously about the value of education, graduation cannot be where we stop measuring it.
Matching Students to Workforce Outcomes
This is where linking student records to workforce data can change the conversation.
Gray DI’s PES Student Workforce Outcomes connects student records with available workforce data, allowing institutions to examine graduates’ employment and earnings beyond their first job and understand longer-term career progression.
Instead of relying solely on survey responses, institutions can match records for individual graduates to available workforce information and analyze outcomes across different groups. Here, matching means linking student records with employment and earnings data, subject to coverage and privacy limits.
That can include:
- Academic program
- Department or college
- Scholarship
- Student cohort
- Other institution-defined populations
That level of detail matters.
It’s one thing to know the average earnings of graduates from an institution. It’s another to understand the outcomes of the specific students and programs you’re trying to serve.
But it may offer only a limited picture of what happened to the students who completed your program.
From Pell Access to Pell Outcomes
For institutions, Pell data has historically been closely associated with access, affordability, retention, and completion.
Those measures remain critical.
But growing pressure to demonstrate outcomes after graduation, including for qualifying Workforce Pell programs, makes another question increasingly important:
What happens to Pell recipients after they leave us?
With student-level matching, institutions can build cohorts and examine workforce outcomes for specific student populations. That creates the potential to compare outcomes across programs and groups rather than relying solely on institution-wide averages.
For example, an institution could examine whether graduates from a particular program find employment, which occupations and industries they enter, how their earnings progress, and whether they remain in the region.
PES Student Workforce Outcomes can help institutions examine graduate wages, employers, industries, occupations, and geographic mobility, adding detail to what they already know from surveys and other alumni data.
For Pell-serving institutions, that kind of visibility can help connect two conversations that have too often been separated: who gets access to education and what that education ultimately enables them to achieve.
Workforce Pell Raises the Stakes
Workforce Pell makes this especially timely.
Short-term programs are often designed around a very specific promise: help students gain skills and move into the workforce quickly.
If that is the promise, institutions need a way to evaluate whether it is actually happening.
Simply knowing that 50 students completed a certificate does not tell you whether those 50 students found jobs. Regional occupational projections do not tell you whether your graduates entered those occupations, and forecasts can shift as technology and economic conditions change. Job postings do not tell you what your former students are earning.
Those are different questions, and they require different data.
Market data can help identify where opportunities exist. PES Markets brings together student demand, competition, and labor market information to help institutions assess those opportunities.
Student-level outcomes can show whether graduates are actually reaching them. PES Student Workforce Outcomes adds that view of what happened after students left.
Together, those sources can help institutions move from asking “Is this a promising workforce program?” to “Is this program producing the outcomes we expected?”
Put Outcomes in the Context of the Entire Program
This is also why workforce outcomes should not live in their own silo.
A strong employment outcome does not automatically make a program successful, just as a weak outcome does not automatically mean a program should close. For qualifying Workforce Pell programs, however, outcomes may also affect continued eligibility under applicable rules.
Institutions need context.
Alongside graduate outcomes, institutions need to consider student demand, labor market conditions, program costs, and their mission. PES brings those sources together, including program revenue, costs, and margins through PES Economics, so leaders can examine questions such as:
Is there student demand?
Is the labor market growing?
How competitive is the market?
What does the program cost to deliver?
Does it generate a positive contribution margin?
Are graduates finding jobs?
What are they earning?
Are those outcomes improving?
That is a much stronger foundation for program decisions than any one metric on its own. It also reflects how Gray DI approaches academic portfolio strategy more broadly: program decisions should combine demand, economics, outcomes, and mission rather than relying on a single measure.
Better Data Can Support Better Pell Decisions
The changes to Pell are ultimately about more than compliance.
They create an opportunity for institutions to better understand whether the programs they offer are creating the outcomes they intend.
For schools exploring Workforce Pell, that can mean identifying programs connected to strong employment opportunities and then measuring whether graduates actually reach those opportunities.
For institutions serving large Pell populations, it can mean looking beyond enrollment and graduation rates to understand longer-term economic outcomes.
And for academic leaders, it means bringing another critical piece of evidence into decisions about which programs to start, stop, grow, or improve.
As someone who benefited from Pell myself, I want institutions to have a fuller picture of what education makes possible for students.
Behind every Pell statistic is someone who is betting on education to create a better future. Institutions should be able to understand whether that bet is paying off.
Getting students through the door matters. Getting them across the stage matters. But we should also care deeply about where they go from there.






