Research
Semantic Insight · Open research
We publish open analysis of labor market dynamics and workforce policy.
Our research draws on federal standards, regional postings data, and state
policy documents — and is freely available before you commission anything.
Policy research
The record · Updated as approvals land
Workforce Pell Approvals Tracker
Every publicly identifiable program approval, from state submission to federal decision, every row cited. There is no federal registry; this is the record the government does not keep.
25
Federally
approved
approved
64
State-certified
(awaiting federal)
(awaiting federal)
94
Named programs
tracked
tracked
The record · Updated as states publish
Workforce Pell State Eligibility Tracker
Eligible occupation lists as states publish them (30 states and counting), each verified against primary documents and mapped to the programs and institutions positioned to qualify.
30
States with
published lists
published lists
4,012
Eligible SOC
listings tracked
listings tracked
3,041
Institutions
analyzed
analyzed
Also in the record: the state race, the institutional field, durability, and the placement evidence. Everything in the record →
Published analysis
Why placement · September 2026
Placing Workforce Pell Completers: Why Career Services Isn't Enough
A degree student's job search is her own. A Workforce Pell completer's is the program's accountability event. Four things that difference changes — time, scope, success, evidence — and why the existing stack, and application volume, don't answer them. Companion to What the Evidence Says.
Read the argument →
The evidence · September 4, 2026
Placing Workforce Pell Completers: What the Evidence Says
All 5,579 postings behind North Carolina's 43 certified programs, read against four decades of placement trials. 134 jobs on screen, 38 actionable today, 30 more at the credential — and seven evidence-backed elements of a placement program. The market reading behind the placement system.
Read the analysis →
Institution guides
Interactive tool · Free
Workforce Pell Program Screener
Enter a program's state, CIP code, and duration — get four sourced answers in one click: the federal duration window, what your state has published, the occupations your program maps to under the crosswalks that matter in your state, and the selection criteria your state applies. Program and occupation autocomplete included; every claim dated and linked to its primary source. No login, no email. It documents; it does not decide.
Screen a program →
Who decides what
Workforce Pell Decision Map
Federal law sets the box, the state determines eligibility, and the college makes the claim — but the risk sits almost entirely on one side. A map of where each decision is made, and why the qualifying year, the occupation match, and the 2029 placement test compound rather than cancel. Every provision cited to 34 CFR part 690.
Open the decision map →
Companion guide · what approval never tests
Workforce Pell Feasibility Screen
The companion read to the Program Screener: six questions on whether a program can realistically pursue Workforce Pell. Four track requirements a reviewer verifies directly — the screener checks those. Two are never tested at approval, and those two decide whether a certified program survives its outcome measurement years. Cited to 34 CFR part 690.
Open the screen →
National analysis
Occupational drift · National sweep, 138 metros · as of 2026
Occupational Drift Landscape
Which occupations are changing fastest: the duties employers now require that the federal O*NET standard doesn't describe, ranked by independently verified duty clusters per occupation. Built from our national sweep of job postings across U.S. metro areas, every duty sentence compared against the federal task standard and every signal confirmed by multiple employers in multiple metros.
Explore the landscape →