The evidence behind the guides

Sources

Find a study, check what it supports, and follow it back to a concern.

TopicCollection

Sources for Office and administrative work

2 sources

Guide citations are still under editorial review.

International Labour Organization and NASK 2025 Task-exposure analysis

Generative AI and Jobs: A Refined Global Index of Occupational Exposure (original source, new tab)

Estimates potential task exposure, not realized job losses or a date by which an occupation disappears.

Dillon, Jaffe, Immorlica and Stanton · NBER 2025 Field experiment

Shifting Work Patterns with Generative AI (original source, new tab)

Randomized access across 66 firms; time-use changes without detected broad task-composition shifts in the study period. Includes provider-affiliated researchers.

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