ChatGPT’s expanding world of work

Explore OpenAI Signals data on 165 work activities across nearly 100 countries, revealing how people use ChatGPT for work and how usage changes over time.

Oct 26, 2026

Score█████░░░░░4.5

VerdictCompetent work. Briefs at most.

Read at OpenAI

Summary from the source

Explore OpenAI Signals data on 165 work activities across nearly 100 countries, revealing how people use ChatGPT for work and how usage changes over time.

The editor's rubric

Heuristic review

Leverage2 / 5: Reusable within one subfield (a technique, dataset, or protocol a few groups will adopt).; 15% of this desk’s rubric
Magnitude2 / 5: Solid incremental gain on a meaningful problem.; 20% of this desk’s rubric
Evidence3 / 5: Solid: multiple benchmarks or cohorts, ablations, fair baselines, released code or data.; 20% of this desk’s rubric
Novelty2 / 5: A new combination of known ideas.; 10% of this desk’s rubric
Trajectory2 / 5: Some room to improve with obvious engineering.; 10% of this desk’s rubric
Stakes2 / 5: Benefits a professional community (practitioners, clinicians, engineers).; 25% of this desk’s rubric

Dimension	Level	Weight	What that level means
Leverage	██░░░2/5	15%	Reusable within one subfield (a technique, dataset, or protocol a few groups will adopt).
Magnitude	██░░░2/5	20%	Solid incremental gain on a meaningful problem.
Evidence	███░░3/5	20%	Solid: multiple benchmarks or cohorts, ablations, fair baselines, released code or data.
Novelty	██░░░2/5	10%	A new combination of known ideas.
Trajectory	██░░░2/5	10%	Some room to improve with obvious engineering.
Stakes	██░░░2/5	25%	Benefits a professional community (practitioners, clinicians, engineers).

Editor’s rationale

Heuristic triage from title and abstract text only, not a reading of the paper. Cues found: design (multicenter).

How the score was computed

rank-2026-10-18

Score█████░░░░░4.5

Score = 10 × (50% × adjusted merit / 10 + 25% × attention + 25% × freshness)

Desks place stronger verdicts first, then use this score to order work within the same verdict.

Merit: 4.4 / 10; Weighted rubric, evidence-gated.
Adjusted merit: 4.1 / 10; Shrunk toward the desk prior by editor confidence (30%).
Attention: 28%; Citations, upvotes, points, mentions.
Freshness: 71%; Half-life decay since publication.

No attention signals recorded yet.

The record

Reviewed by heuristic-v10 on Oct 26, 2026, 18:45 UTC. Paper type: news.
Categories: Research
BRIEF, No.7 in the News edition of October 26, 2026.