Research

The gains from AI are real. We measure whether they reach workers.

In the loudest AI-safety year on record, the defining documents said nothing about workers. Nobody independent measured what deployment does to the people it is deployed on. That is the job of WEIGH, No Worker Left Behind's research institute, and of the open data below.

WEIGH: the worker side of AI prosperity and safety.

Workforce Effects of Intelligent systems: Gains & Harms. An institute of No Worker Left Behind.

The Load Line

The annual index, every May 1, of what deploying AI does for and to workers: gains first (pay, tasks, mobility, access to tools), harms as the deductions. Open data, methods note, known-limitations box, model policy at the back.

First edition: 1 May 2027

Checkweigh

Audits of workplace AI deployments against one test: does this tool make this worker's skill worth more? Pilot with 3–5 Boston employers.

Pilot: 2027

Quarterly Tracker

Layoff disclosures (California SB 951 data from 1 Jan 2027), employer surveys, and worker-reported access and safe use.

Tracker #0: Feb 2027

The independence charter

No money from AI labs or from the employers and vendors we measure. Funder list public. No funder review before publication. No single source above 25% of funding.

Published: Oct 2026

Twenty pieces. One argument: the future of work is a worker-level question.

The 2026 flagship series. Named sources, original frameworks, citation-ready.

The HAPI Index 2026A worker-centred measure of adaptability in the AI decade.
HAPI · Flagship
Who Gets Augmented, Who Gets Replaced72 occupations on a 2×2 of AI exposure × bargaining power.
Open data
The Civilian CliffWhy half of veterans leave their first civilian job, and the four-phase playbook.
Veterans
The Gig Economy SettlementCA Prop 22, the EU PWD, WA portable benefits, UK worker status, side by side.
Policy
The Burnout DecadeMental-health spending rose 4.5× and burnout still rose 11 points. What works.
Mental health
Women, Work and the FutureWhat is left of the pay gap is care, time and greedy work. Five levers.
Women
Apprenticeship 2.0US apprenticeships grew 65% in a decade. What makes a state system work.
Learning
DEI After the BacklashWhat is surviving, what is rebranding, what is working.
Equity
Remote Work, Year SixThe productivity case for blanket RTO was settled in 2023. The 2026 data.
Work design
Productivity TheatreThe most-instrumented workplaces are not the most productive. What to measure.
Work design
The 2026 Job-Search Playbook60–75% of knowledge-work hires above $80K come through the hidden market.
Job search
Reskilling for RealDiagnose what is at risk in your role, stage the move, pivot deliberately.
Learning
The Mentorship MismatchWhy most mentorship programmes fail to move promotion rates.
Careers
Leadership in the Augmented WorkplaceA five-component operating model for managers working alongside AI.
Leadership
Climate JobsWhere the ~9 million projected roles come from, and who gets them.
Climate
The Caregiver Workforce53 million unpaid carers plus 4.6 million paid direct-care workers.
Care
The New Labor MovementSectoral bargaining, co-ops, algorithmic-management rules, the organising wave.
Policy
Racial Equity at WorkFour mechanisms behind the race-gender gap and what moves each.
Equity
Disability Inclusion at WorkThe 38-point employment gap and the four best-evidenced interventions.
Disability
The Aging WorkforceA quarter of the US labour force is 55 or older. What the data supports.
Aging

WorkCongress 2027.

Free and online, every May 1. The one day a year workers, employers, researchers and AI labs stand at the frontier together. The Load Line launches here.

5

annual WorkCongresses

5,000+

attendees

30+

research reports

25+

policy partners

Add your voice to the evidence.

Ten minutes. Get the final report free.