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Artificial intelligence

AI use is broadening; the employment evidence needs a separate reading

New usage data, a large Uber rollout and employment research reveal different parts of workplace change, without establishing that AI caused the reported staffing trends.

184 words · 1 min

OpenAI’s October 26 dataset maps consumer ChatGPT work messages to 165 activities across nearly 100 countries.

Among 74 countries observed throughout Q1 2025–Q3 2026, the average share concentrated in the ten most common activities fell from 56.0% to 51.1%. The mix is broadening, but these are classified messages on individual plans; enterprise use and Codex are excluded. The release measures neither productivity nor employment effects. [1][2]

Enterprise access is expanding separately. Uber’s October 22 announcement begins a ChatGPT Work rollout to more than 30,000 employees, following a 1,000-person pilot. Training, approved integrations and an internal skills library accompany access. The announcement does not report sustained active use, time savings or a controlled quality comparison; availability is the measured rollout milestone. [3]

Pew’s October 22 analysis finds a larger male–female employment-growth gap in occupations with greater AI exposure. It uses about four million Current Population Survey records across 480 occupation groups, comparing 2017–19 with January 2023–June 2026 and excluding the pandemic years 2020–22. Its task-based exposure score describes potential AI assistance, not each employer’s actual adoption. The association cannot on its own identify AI as the cause. [4][5]

Take it further

Compare work-activity distributions in the public dataset For workforce researchers and strategy teams. Public downloads and data dictionary are available; attribution required under CC BY 4.0. The population excludes enterprise ChatGPT and Codex.

Sources & details 10 sources
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Reporting sources

  1. OpenAI · ChatGPT work-activity release

    October 26, 2026; Q1 2025–Q3 2026, individual ChatGPT plans.

  2. OpenAI Signals · Data and methods

    Download destination reopened; data are aggregated, privacy protected and licensed CC BY 4.0.

  3. OpenAI and Uber · Work rollout

    October 22, 2026 customer/provider announcement; availability, not active usage or a productivity trial.

  4. Pew · Employment growth and AI exposure

    October 22, 2026; within-occupation gender comparison, observational association.

  5. Pew · Technical appendix

    Approximately four million CPS records, 480 occupation groups; periods and exposure construction checked.

  6. Jobs and Skills Australia · Forecast correction

    October 27, 2026; scenario explicitly excludes AI disruption.

  7. Microsoft · Voluntary exit offer

    October 26, 2026; eligibility and voluntary nature confirmed, no AI-causality or uptake count supplied.

  8. Uber · Rollout announcement

    October 22 customer-side source separately reopened; same joint announcement, not an outcome study.

  9. JSA · Dated correction listing

    Separately inspected news index confirms the agency correction and its date; not an independent rerun of the model.

  10. Economic Times · Microsoft exit offer

    October 27 secondary employment reporting corroborates voluntary nature and eligibility. Additional headcount/deadline claims were not adopted.

Images & figures

  • The average top-ten share fell 4.9 percentage points across 74 countries; enterprise and Codex use are excluded.

    Euangelion · original data figure · Source · CC BY 4.0 · Download figure