AI exposure by occupation, O*NET 43-9081.00

Will AI replace Proofreaders and Copy Markers?

Proofreaders and Copy Markers: AI can already handle 10 of 11 tasks; the work mostly needs a standard-tier model.

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Every task, scored

The 11 tasks O*NET 30.3 lists for Proofreaders and Copy Markers, from most to least exposed. 10 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Archive documents, conduct research, and read copy, using the internet and various computer programs. 96 Observed Standard 3.9
Correct or record omissions, errors, or inconsistencies found. 91 Observed Standard 4.5
Typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software. 80 Estimated Standard 4.3
Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks. 75 Estimated Standard 4.7
Read corrected copies or proofs to ensure that all corrections have been made. 75 Estimated Efficient 4.6
Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting. 75 Estimated Frontier 4.3
Write original content, such as headlines, cutlines, captions, and cover copy. 75 Estimated Standard 3.6
Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names. 75 Estimated Standard 3.3
Consult reference books or secure aid of readers to check references with rules of grammar and composition. 60 Estimated Efficient 4.3
Consult with authors and editors regarding manuscript changes and suggestions. 60 Estimated Standard 4.0
Compare information or figures on one record against same data on other records, or with original copy, to detect errors. 40 Observed Efficient 4.4

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 3 of 11 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 8 of 11. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.

The model tier this role needs

A standard-tier model or lower covers 91% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.

Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.

Wages, employment and outlook

US employment
4,580
Median annual wage
$51,120
Middle half of earners
$41,170 to $62,390
Projected change, 2024 to 2034
-0.6%

Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.

Adjacent roles

The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.

Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.

Questions about Proofreaders and Copy Markers and AI

Will AI replace Proofreaders and Copy Markers?

AI already handles 10 of the 11 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 73 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by -0.6% from 2024 to 2034.

What is the AI exposure of Proofreaders and Copy Markers?

73 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 3 of the 11 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 8 are estimated from each task's O*NET work activity.

Which Proofreaders and Copy Markers tasks can AI already do?

The tasks with the highest exposure are: Archive documents, conduct research, and read copy, using the internet and various computer programs; Correct or record omissions, errors, or inconsistencies found; Typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software. They are three of the 10 tasks that reach 60 or more.

What AI model tier does this role need?

A standard-tier model or lower covers 91% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.

How many people work as Proofreaders and Copy Markers, and what do they earn?

4,580 people in the United States, with a median annual wage of $51,120 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of -0.6% from 2024 to 2034.

How to cite

Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.

JobRoute (2026). AI exposure: Proofreaders and Copy Markers. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/proofreaders-and-copy-markers

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