Changing fast

Last Update: 3/13/2026

Your role’s AI Resilience Score is

21.4%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

What does this resilience result mean?

These roles are undergoing rapid transformation. Entry-level tasks may be automated, and career paths may look different in the near future.

AI Resilience Report for

Proofreaders and Copy Markers

They check written content for spelling, grammar, and punctuation mistakes to make sure everything is clear and correct before it's published.

This role is changing fast

Proofreading is labeled as "Changing fast" because AI tools like Grammarly can quickly catch spelling and grammar mistakes, making these basic tasks faster and more efficient. However, AI still struggles with more complex issues like understanding an author's style or deciding if a joke makes sense, which means human proofreaders are still needed for the final review.

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This role is changing fast

Proofreading is labeled as "Changing fast" because AI tools like Grammarly can quickly catch spelling and grammar mistakes, making these basic tasks faster and more efficient. However, AI still struggles with more complex issues like understanding an author's style or deciding if a joke makes sense, which means human proofreaders are still needed for the final review.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Evolving iconEvolving

48.0%

48.0%

Microsoft's Working with AI

AI Applicability

Learn about this score
Changing fast iconChanging fast

2.5%

2.5%

Anthropic's Observed Exposure

AI Resilience

Learn about this score
Evolving iconEvolving

35.3%

35.3%

Will Robots Take My Job

Automation Resilience

Learn about this score
Changing fast iconChanging fast

10.5%

10.5%

Althoff & Reichardt

Economic Growth

Learn about this score
Changing fast iconChanging fast

8.6%

8.6%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-0.6%

Growth Percentile:

23.6%

Annual Openings:

1,900

Annual Openings Pct:

20.5%

Analysis of Current AI Resilience

Proofreaders/Copy Markers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Proofreaders’ work often involves checking for typos, consistent figures, and correct grammar. Today, many of those routine checks have smart helpers. For example, online tools like Grammarly or AI assistants can flag spelling and grammar mistakes almost instantly [1].

In fact, one study even showed an AI-based proofreading tool matched human experts on spelling and punctuation in test sentences [2]. Recent AI programs (like ChatGPT) can even rewrite sentences by adding richer vocabulary, going beyond a simple fix [3]. Official job guides (O*NET) list exactly these tasks – “compare information…to detect errors” and “mark copy to indicate and correct errors in…grammar, punctuation, or spelling” [4] – and AI can handle parts of them.

However, AI still misses subtle issues. Checking page layout, understanding an author’s style, or deciding if a joke still makes sense usually needs a human touch [2] [2]. Researchers find that while tools can speed up catching clear mistakes, they make errors of their own, so people must still review everything [2].

In short, AI makes many basic proofreading steps faster, but it mostly augments the job rather than replacing it.

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AI Adoption

AI in the real world

AI editing tools are widely available, so writers and small teams already use them to speed up work. But full automation in publishing is slower. Experts point out that even if AI can do a task, companies only automate it when it really cuts costs [5] [5].

Right now, training a complex AI editor often costs more than just hiring a skilled proofreader. For example, one analysis found that only a small fraction of jobs are cheap enough to automate today [5]. On the positive side, professional proofreaders do see benefits: a recent survey noted people expect AI to make editing faster and more consistent [2].

Also, language models are getting easier to “teach” – researchers showed GPT-4 could learn a new editing rule from just a few examples [5]. This means AI tools might roll out faster in the future. Socially and legally, there’s also trust: publishers often want a real person to sign off on final content.

In practice, most teams use AI as a helper (to catch simple mistakes) while human proofreaders do the final review. Overall, studies suggest AI will change proofreading gradually, not overnight [5]. Young proofreaders can be hopeful: their careful judgment, understanding of style, and communication with authors remain valuable skills that AI can’t replace [2] [5].

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More Career Info

Career: Proofreaders and Copy Markers

Employment & Wage Data

Median Wage

$49,210

Jobs (2024)

12,000

Growth (2024-34)

-0.6%

Annual Openings

1,900

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

60% ResilienceSupplemental

Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.

2

50% ResilienceCore Task

Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.

3

40% ResilienceCore Task

Consult reference books or secure aid of readers to check references with rules of grammar and composition.

4

35% ResilienceSupplemental

Measure dimensions, spacing, and positioning of page elements (copy and illustrations) in order to verify conformance to specifications, using printer's ruler.

5

30% ResilienceCore Task

Read corrected copies or proofs to ensure that all corrections have been made.

6

25% ResilienceCore Task

Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.

7

20% ResilienceCore Task

Correct or record omissions, errors, or inconsistencies found.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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