18 predictions · 553 sources·Updated May 26, 2026
How is AI reshaping
the labor market?
~553 sources, one pattern. AI adoption is accelerating, productivity is climbing, entry-level and freelance work is compressing, and jobs are changing faster than they're disappearing.
No measurable job displacement,
Important Reads This Week | May 26, 2026 | See all →
David M. Solomon (NYT) · May 22
I'm the C.E.O. of Goldman Sachs. The A.I. Job Apocalypse Is Overblown.
Goldman's CEO argues AI will automate 25% of work hours but won't eliminate 25% of jobs — complexity expands to fill freed capacity. Cites a Stanford study showing entry-level employment in the most AI-exposed occupations has already declined 16%, but notes US companies churn 25–35M jobs annually and Goldman's own data center demand has created 200K+ construction jobs since 2022. A major CEO staking out the optimist position with internal data.
Pope Leo XIV (The Holy See) · May 15
Magnifica Humanitas: On Safeguarding the Human Person in the Time of AI
The first papal encyclical to treat AI as a central topic. Warns of a 'significant and rapid contraction in available jobs,' wage polarization — 'outsized remuneration for a highly specialized minority alongside declining wages for a large portion of the workforce' — and that AI can 'paradoxically de-skill workers, subject them to automated surveillance.' Frames policy through subsidiarity and integral human development.
Saanya Ojha (Substack) · May 22
The Frontier and the Froth
A 'two realities' argument: the capability ceiling is rising fast while enterprise implementation stays stubbornly human. At the frontier, an OpenAI model made progress on a unit-distance conjecture Paul Erdős posed in 1946 — cross-domain reasoning, not brute force — which Fields Medalist Timothy Gowers called 'a milestone in AI mathematics.' At the floor, Starbucks scrapped an AI inventory tool deployed across 11,000+ North American stores after nine months of inaccuracies, reverting to manual counts. Ojha's warning: firms route existing workflows through AI and count the collision as adoption — 'metric theater' that inflates usage the way adjusted EBITDA flatters earnings. Capability does not automatically become productivity.
Andrew R. Hanson (Strada Institute) · May 2026
Entry-Level Hiring in the AI Era: What Employers Are Thinking (and Doing)
Strada's survey of 1,498 US executives and senior talent leaders (Mar 2026) finds AI is, so far, a net positive for entry-level hiring. In 2025, 46% of employers that have at least explored AI say it raised entry-level hiring vs 13% who say it cut — nearly 4-to-1 — and 2.7x more expect AI to raise than cut hiring in 2026. Greater AI use is the single most-cited positive driver (27%). But the bar is rising: 42% say AI shifted entry-level work toward analytical, judgment-based tasks while 41% report routine admin tasks shrinking, and among the minority cutting roles, reductions concentrate in admin (46%) and customer support (44%). Notably, employers rank AI literacy the least important skill — behind critical thinking and communication.
Garg, Crosta & Baier · 2026
Global Automation Atlas
The first global task-level automation index: 18,797 O*NET tasks scored across 124 countries producing 2.33M task-country labels. Core insight: the same task carries different automation risk depending on local wages, technology adoption, workforce skills, and production environment — automation pressure isn't uniform, it's geographic. Covers nations representing 99%+ of global GDP and population, providing a cross-country comparative baseline that US-centric indices can't offer.
AI exposure does not equal job loss
AI adoption is accelerating and significantly changing work, but the impact on jobs is less clear.
40% of jobs are AI-exposed, but near-zero displacement measured so far. That gap is the story →
16 studies · Hover for quotes and links
Read more sources →How Will AI Affect Your Job?
Task visualizerAI doesn't replace whole jobs. It automates specific tasks. Explore which parts of 110+ occupations covering ~67% of US employment are exposed and which remain human-dependent.
18 Predictions for How AI Will Impact Jobs
PredictionsDisplacement, wages, and adoption: each with trend data, source quality ratings, and a weighted estimate from 553+ sources.
What if AI Creates More Jobs Than It Displaces
Demand elasticityVery possible based on historic data. Every general-purpose technology eventually created more jobs than it displaced, and AI may be no different.
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