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Iran Conflict 2026
1APR

BIS, World Bank and ILO agree on AI exposure

3 min read
12:41UTC

The BIS, the World Bank and the ILO published inside four weeks using methods that share nothing, and all three put AI exposure highest where national income is highest.

ConflictAssessed
Key takeaway

Three institutions with incompatible methods agree that AI exposure climbs with national income.

The Bank for International Settlements (BIS), the Basel institution that acts as a bank for central banks, published Bulletin 130 on 28 July finding that countries scoring high on its AI Preparedness Index (AIPI) saw unemployment rise by 0.75 percentage points on average between 2023 and 2025, while low-scoring countries stayed flat.⁠1 The World Bank followed on 4 August with its World Development Report 2026, putting 14.2% of high-income jobs at risk from generative AI automation against 4.5% in low- and middle-income countries.⁠2 The International Labour Organization (ILO), the United Nations agency that sets labour standards, published its youth employment report on 11 August carrying the first headcount scenario in that series: 6.1% of jobs held by 15 to 29 year olds sit in its most exposed occupational categories, and losing a tenth of them would push 5.6 million young people into unemployment, a forced job change, or out of the labour force altogether.⁠3

None of the three shares a method with the others. Basel ranks national readiness and watches unemployment move. Washington scores occupations for automatability and weights them by national employment. Geneva builds an exposure index with Poland's national research institute and applies it to youth cohorts. Convergence across designs that disagree about almost everything else carries more weight than any one study alone, and it is what the 200 economists who signed Stanford's July call for urgent action had asked somebody to produce.

Footnote 2 of the BIS bulletin then undercuts its own headline, recording that the AIPI is strongly correlated with employment shares in AI-exposed, cognitively intensive sectors. A country scores high partly because it already holds a large number of the jobs at issue, so the index encodes some of the exposure it is being used to predict. Rich economies that score well also ran different monetary policy, different immigration policy and a different post-2023 hiring cycle. The bulletin claims no causation, calls displacement so far limited, names only call centres and business centres as categories showing early signs, and says the productivity payoff remains uncertain and uneven.

One finding inside the same bulletin points forward rather than back. Text analysis of company earnings calls shows nearly 80% of firms now signalling intent to increase labour substitution, which records managerial appetite rather than realised displacement. That appetite is what none of these three institutions can yet see landing in their data.

Deep Analysis

In plain English

Three international organisations, the BIS (a bank for the world's central banks), the World Bank and the ILO (the UN's labour agency), each used different data and methods, but landed on the same broad shape: richer countries, where AI tools are more widely used, are seeing more of a labour-market effect than poorer countries. The BIS found unemployment in AI-ready countries rose 0.75 percentage points on average between 2023 and 2025, while it stayed flat in less AI-ready countries. The World Bank estimates 14.2% of jobs in rich countries are exposed to generative AI, against 4.5% in poorer ones. The ILO estimates that losing a tenth of the most exposed youth jobs worldwide would push 5.6 million young people into unemployment, a forced job change, or out of the workforce.

Deep Analysis
Root Causes

The AI Preparedness Index used by the BIS to sort 'exposed' from 'unexposed' countries is built from AI-enabling conditions in 2023 and, by the bulletin's own footnote, is strongly correlated with employment shares in AI-exposed, cognitively intensive sectors, so part of what looks like AI causing unemployment is the index's own construction picking out economies that already had large, easily-automated cognitive workforces before 2023.

Large-scale AI adoption requires capital, cloud infrastructure and standardised office work that concentrates in high-income economies, so any genuine displacement effect will appear first and largest exactly where the index says exposure is highest, independent of whether the mechanism is causal or compositional.

What could happen next?
  • Meaning

    Three institutions using unrelated datasets converged on the same wealth-linked pattern within a four-week window, which raises the evidential weight of the pattern even though none of the three alone proves causation.

    Immediate · Assessed
  • Risk

    Because the BIS's own exposure index is built partly from the outcome it measures, policy built on the 0.75-point figure risks treating a compositional correlation as a causal AI effect.

    Short term · Assessed
  • Precedent

    A four-week cluster of convergent institutional findings, if it continues, could set the baseline figures cited in the next round of national AI-labour policy debates.

    Medium term · Suggested
First Reported In

Update #19 · Four methods, one answer on AI and jobs

International Labour Organization· 24 Aug 2026
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Written with AI from Lowdown's published reporting. Not individually reviewed by an editor. Editorial standards.