No Worker Left Behind
Donate Start the free check
For workers For employers Funders and labs Research About Donate Start the free check

Research · Policymakers

For researchers and policymakers

Prosperity, delivered through the systems you already fund. And measured.

The G20 AI Prosperity Objectives commit governments to "promote access to AI skills development for all our peoples, including those with less exposure to AI and STEM." We are the delivery partner and the independent measure for that commitment, through WIOA, TechAccess and Digital Equity programmes you already run.

Use the open data WorkCongress 2027

What you can use today.

All open access. Attribution requested in published work.

AI Job Map72 occupations on an augmented/replaced × bargaining-power 2×2. Filterable, CC BY 4.0.
Open data
HAPI whitepaperThe Human Adaptability and Potential Index: five dimensions, method, validation. Joint NWLB and Tao.AI.
PDF
State of the Worker surveyAnnual worker survey: AI adoption, mobility, learning leave, policy priorities.
Survey
The Load Line 2027What deploying AI does for and to workers, gains first. Open data, methods note, known-limitations box, model policy.
1 May 2027
Worker AI Access and Safety PulseThe first worker-level measure of safe adoption, not just use. Includes the question nobody publishes: do you have a paid or employer-provided AI tool?
1 May 2027
Twenty 2026 flagship piecesOriginal frameworks on work, from the civilian cliff to the caregiver workforce.
Research

Where our work meets yours.

Federal

DOL AI Literacy Framework (Feb 2026) names the tools-and-access gap and the "Use AI Responsibly" content area. TechAccess: AI-Ready America funds state hubs; we join or lead the Massachusetts consortium. WIOA Governor's Reserve guidance (Aug 2026) encourages AI literacy.

Massachusetts and Boston

MassHire, the Boston Public Library, Tech Goes Home and the City's Digital Equity workshops each hold a piece. We are the integrator and the safe-use specialist. The new session convenes 6 Jan 2027.

Models we point to

New York's Gemini roll-out with mandatory responsible-AI training; Singapore's six months of free premium AI tools for learners; the EU AI Act Article 4 literacy duty.

WorkCongress: every May 1.

The one day a year workers, employers, researchers and AI labs stand at the frontier together. Free and online. Present research, propose policy, or listen.

  • Open submissionsTalks, panels and policy briefs.
  • Open accessRecordings and transcripts published after the event.
  • Cross-sectorPolicymakers, employers, workers, funders and labs in one venue.
  • The Load Line launches hereWith a national exclusive and an embargo list.

Bring your work to WorkCongress 2027.

Or tell us which dataset you need and we will tell you when it ships.

Save a free seatBecome a research partner