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AI: Jobs, Power & Money
6NOV

Columbia: 75% of jobless never file claims

2 min read
11:10UTC

The workers AI displaces are precisely the categories the unemployment system cannot see.

← Back to Central banks see AI before payrolls doJump to analysis ↓
EconomicAssessed
Key takeaway

Three quarters of displaced workers never appear in the claims data policymakers depend on.

Fortune and Columbia University research confirmed that roughly 75% of unemployed Americans never file for unemployment insurance⁠1. Severance packages delay filing. Recent graduates lack sufficient work history to qualify. Contractors are categorically ineligible.

Initial jobless claims fell to 202,000 for the week ending 28 March, a 10-month low⁠2. New York's updated WARN Act, the world's first law requiring companies to disclose AI's role in mass layoffs, produced zero AI attributions from 162 companies covering 28,300 workers after nearly a year. The nine-senator coalition pushing for expanded BLS data collection is demanding better measurement from agencies whose existing tools are structurally blind to what they are meant to measure.

The National Bureau of Economic Research survey confirmed another dimension: executives use AI only 1.5 hours per week on average, yet project a 0.7% employment decline over three years. Workers at the same firms expect a 0.5% increase. Those planning the cuts and those absorbing them hold irreconcilable forecasts.

Deep Analysis

In plain English

In the US, when you lose your job you can apply for unemployment benefits. Those application numbers are published weekly and are one of the most widely watched economic indicators. Politicians and journalists use them to judge whether the job market is in trouble. The problem is that about 75% of people who are unemployed never apply. If you get a severance package, you often wait until it runs out. If you are a freelancer or contractor, you are not eligible. If you just graduated and have not worked long enough, you cannot apply. These are exactly the kinds of people most likely to be affected by AI Job Displacement: well-paid tech workers with severance, contractors, and new graduates. They are invisible to the data that policymakers rely on.

Deep Analysis
Root Causes

The US unemployment insurance system was designed in 1935 for industrial workers in continuous employment. It requires sufficient recent earnings, excludes the self-employed and contractors, and has not been updated to reflect the rise of gig work, project-based employment, or high-earning knowledge workers who receive severance packages on exit.

The specific worker profile that AI is displacing in 2026 fits the non-filing demographic almost precisely. Senior software engineers at Oracle and Salesforce with severance packages will wait months before filing. Recent graduates without two years of employment history cannot file.

Contractors and freelancers are categorically ineligible. The system's design was never a problem when the workers it could not see were a minority. It becomes a structural failure when the invisible cohort is the one at the centre of the displacement wave.

What could happen next?

  • Policymakers relying on jobless claims as their primary AI displacement signal will persistently under-respond to the scale of the problem, delaying support programmes until the financial distress of displaced tech workers becomes visible through consumer credit defaults rather than benefit filings.

Sources:Department of Labor·Bloomberg·Fortune / Columbia University
Mentions:Fortune →Bureau of Labor Statistics →Senator Mark Warner →Columbia University →Department of Labour →National Bureau of Economic Research →New York →AI Job Displacement →
First Reported In

Update #4 · AI leads US layoffs as cuts go uncounted

Department of Labor· 4 Apr 2026
Read original →
Causes and effects
Caused by
NY AI layoff law: 162 filings, zero hits
New York WARN Act failure to capture AI attributions extends the measurement failure documented when 75% of unemployed never file.
Occurred 26 Mar 2026
Read story →
NBER: nine in ten firms untouched by AI
NBER finding that 90% of firms report zero AI impact persists because measurement systems cannot see the displaced workers.
Occurred 25 Mar 2026
Read story →
This Event
Columbia: 75% of jobless never file claims
Jobless claims data systematically undercounts AI displacement, undermining the metrics that policymakers rely on.
Led to
Stanford: AI costs 34 hires per layoff
The Fortune/Columbia finding that 75% of unemployed Americans never file for benefits established measurement blindness dimension one; JOLTS confirms hires-not-made are invisible by a further order of magnitude.
Occurred 10 Apr 2026
Read story →
Different Perspectives
Korea's four largest banks, as reported by News1
Korea's four largest banks, as reported by News1
KB Kookmin, Shinhan, Hana and Woori rehired 1,013 retirees last year, equal to 79.1% of their graduate intake, according to News1. Graduates face a smaller entry intake while returners take fixed-term credit-screening roles at lower pay, News1 reports.
High Court of Justice of Madrid
High Court of Justice of Madrid
The court's employment chamber ruled in judgment 864/2026, dated 8 October and made public in early November, that introducing AI is not on its own a ground for dismissal. Employers must prove AI's effect through the four causes the Workers' Statute already lists.
Singapore Ministry of Manpower
Singapore Ministry of Manpower
The Singapore Ministry of Manpower put third-quarter retrenchments at 4,800, concentrated in information and communications, financial services and manufacturing, with business reorganisation the main driver. Its release does not mention AI.
Challenger, Gray & Christmas
Challenger, Gray & Christmas
Challenger reported on 5 November that market and economic conditions overtook AI as the leading stated reason for 2026's US job cuts, at 130,531 against 121,401. AI was cited for 1,265 cuts in October, its lowest month of the year.
Office for Budget Responsibility
Office for Budget Responsibility
The OBR's 28 October outlook showed output per worker in information and communication growing 7.6% a year, yet kept AI's boost to UK productivity at 0.2 percentage points a year. It does not attribute the faster growth to AI.
Central Bank of Ireland
Central Bank of Ireland
Governor Gabriel Makhlouf said on 2 November that AI investment has supported Irish activity and flagged the debt financing behind it as a financial-stability risk. On jobs, he named skills bottlenecks and mismatches, not job losses.

Written with AI from Lowdown's published reporting. Not individually reviewed by an editor. Editorial standards.