Copy Editor

Copy Editor handles 28 typical tasks so you can quickly understand the role’s main duties and outcomes. The examples include who benefits, common constraints and key checks. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

28evidenced tasks
28ready prompts
7tools of the trade
43-9081.00O*NET-SOC code
4,580hold this job (US, BLS 2025)
$51,120median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

Half of all Proofreaders and Copy Markers in the U.S. earn more than $51,120 a year — the middle 80% land between $34,510 and $79,290. About 4,580 people in the U.S. do this work. Figures are for the U.S. occupation group “Proofreaders and Copy Markers”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Clerical support workers earn about ₹24,252 a month on average — around ₹2.9 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$51,120typical pay / year
4,580people in this work
$79,290+top 10% earn
₹2.9 lakha year in India (family avg)
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The work, task by task

These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.

Keeping the record2

Detect and mark grammatical errors

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Mark every grammatical, punctuation, and agreement error in the attached article draft, add a brief…
Mark every grammatical, punctuation, and agreement error in the attached article draft, add a brief correction note on each line with the rule violated, and return a clean version and a highlighted copy to Rachel by Tuesday noon so she can update the layout.
The tools that do the workAdobe Acrobatjob descriptionsO*NETWikipedia

Read transcript or proof type setup for errors

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Proofread the session transcript and the type setup file for misheard words, punctuation gaps, incorrect…
Proofread the session transcript and the type setup file for misheard words, punctuation gaps, incorrect hyphenation, and speaker-label mismatches; flag each issue inline, supply the corrected text, and send both files back to Tom and the typesetter by Friday afternoon.
The tools that do the workAdobe InDesignAdobe Acrobatjob descriptionsWikipedia
The daily work26

Compare information or figures on one record against same data on other records, or with original copy, to detect errors.

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Compare the figures and names on the feature's fact box against the main article and the source spreadsheet,…
Compare the figures and names on the feature's fact box against the main article and the source spreadsheet, flag any mismatches in number, spelling, or date, and produce a one-page list of suspected errors for the author by 3pm today.
The tools that do the workMicrosoft ExcelO*NET

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

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Check the style questions in the two flagged paragraphs against Fowler, the house style guide, and the usage…
Check the style questions in the two flagged paragraphs against Fowler, the house style guide, and the usage notes in the dictionary, then write a short recommendation for each issue and email the author and senior editor before noon.
The tools that do the workMicrosoft OfficeO*NET

Consult with authors and editors regarding manuscript changes and suggestions.

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Review the author's annotated manuscript, list every suggested change with a one-line reason linked to the…
Review the author's annotated manuscript, list every suggested change with a one-line reason linked to the house style, then schedule a 20-minute call with the author and the section editor to resolve disagreements on Thursday at 10am.
The tools that do the workMicrosoft OutlookO*NET

Archive documents, conduct research, and read copy, using the internet and various computer programs.

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Locate the original draft, sources cited, and previous versions for this feature, verify quotations and dates…
Locate the original draft, sources cited, and previous versions for this feature, verify quotations and dates online and in the archive, then attach the verified sources to the file and note any unresolved questions for the reporter.
The tools that do the workMicrosoft AccessO*NET

Write original content, such as headlines, cutlines, captions, and cover copy.

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Write three headline options, two straplines, and five caption drafts for the photo gallery that respect the…
Write three headline options, two straplines, and five caption drafts for the photo gallery that respect the house voice and fit the space, then send them to the art director and the section editor for preference by end of day.
The tools that do the workMicrosoft OfficeO*NET

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

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Read the proof sheets of the obituary aloud into a recording, vocalising punctuation and spelling each proper…
Read the proof sheets of the obituary aloud into a recording, vocalising punctuation and spelling each proper name, and save the audio with timecodes so the typesetter can follow any corrections tomorrow morning.
The tools that do the workMicrosoft OfficeO*NET

Detect and mark compositional errors

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Read the 2,800-word feature called The Future of Work, mark every compositional error—missing topic…
Read the 2,800-word feature called The Future of Work, mark every compositional error—missing topic sentences, paragraph drift, broken transitions, orphaned modifiers—and insert clear margin notes explaining the problem and a suggested fix for the author to approve.
The tools that do the workAdobe Acrobatjob descriptions

Correct spelling, grammar, punctuation, and usage

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Copyedit the 1,200-word white paper for spelling, grammar, punctuation, and usage, correct errors in-line,…
Copyedit the 1,200-word white paper for spelling, grammar, punctuation, and usage, correct errors in-line, preserve technical terms, track all changes, and produce a clean version plus a marked-up file showing every edit for review by Sarah in content.
The tools that do the workMicrosoft Officejob descriptions

Enforce style guide standards (e.g., AP, Chicago, AMA)

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Apply the AP style rules to the marketing brochure, enforce capitalization, numerals, hyphenation, and…
Apply the AP style rules to the marketing brochure, enforce capitalization, numerals, hyphenation, and citation formats, flag conflicts with the existing brand guide, and return a version with examples of each applied rule for the client review.
The tools that do the workMicrosoft Officejob descriptions

Standardize dates, times, lists, abbreviations, units

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Standardize all dates, times, lists, abbreviations, and units in the product catalog to the house…
Standardize all dates, times, lists, abbreviations, and units in the product catalog to the house conventions—change 8/7/24 to August 7, 2024, 9am to 9 a.m., lbs to pounds—apply consistently and supply a short change log describing systemic edits.
The tools that do the workMicrosoft ExcelMicrosoft Officejob descriptions

Smooth awkward constructions and flag ambiguous phrasing

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Smooth awkward constructions and flag ambiguous phrasing across the editorial memo: rewrite clumsy sentences…
Smooth awkward constructions and flag ambiguous phrasing across the editorial memo: rewrite clumsy sentences for clarity while preserving meaning, leave comments where facts are unclear, and mark any sentences that need author confirmation.
The tools that do the workMicrosoft Officejob descriptions

Apply house voice and tone rules

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Apply the house voice and tone rules to the customer newsletter, adjust word choice and sentence length to…
Apply the house voice and tone rules to the customer newsletter, adjust word choice and sentence length to match the brand, replace off-tone passages, and deliver a version with examples of tone swaps and brief rationale for each change.
The tools that do the workMicrosoft Officejob descriptions

Normalize brand terms, product names, legal lines

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Normalize all brand terms, product names and the legal disclaimer across the 72-page marketing guide so…
Normalize all brand terms, product names and the legal disclaimer across the 72-page marketing guide so capitalisation, trademark symbols, and the exact legal line read consistently with the brand sheet, flag any deviations and replace them in the master file.
The tools that do the workAdobe InDesignjob descriptions

Align headings, subheadings, and callouts with hierarchy

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Align headings, subheadings and pull quotes across the brochure so H1, H2 and callout styles follow the…
Align headings, subheadings and pull quotes across the brochure so H1, H2 and callout styles follow the editorial hierarchy, update inconsistent punctuation and spacing, and produce a one-page style summary for the designer.
The tools that do the workAdobe InDesignjob descriptions

Verify widows, orphans, and line breaks in proofs

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Scan the proof for widows, orphans and bad line breaks through the body copy and captions, adjust tracking…
Scan the proof for widows, orphans and bad line breaks through the body copy and captions, adjust tracking and discretionary hyphens to eliminate single-line orphans, and mark any reflows that need page-level layout fixes.
The tools that do the workAdobe InDesignjob descriptions

Check figure captions, table heads, footnotes, references

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Check every figure caption, table header, footnote and reference list entry for accuracy and style…
Check every figure caption, table header, footnote and reference list entry for accuracy and style consistency, confirm numbering matches callouts in text, and compile a list of mismatches and corrected captions for the author to approve.
The tools that do the workAdobe InDesignjob descriptions

Confirm page folios, running heads, section openers

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Confirm page folios, running heads and section openers are correct for each chapter, ensure chapter titles…
Confirm page folios, running heads and section openers are correct for each chapter, ensure chapter titles and author names in running heads match the TOC, and flag any pages where folios or headers shift unexpectedly.
The tools that do the workAdobe InDesignjob descriptions

Cross reference and fact sanity check internal references

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Cross-reference internal citations, figure and table cross-links and appendix pointers throughout the manual,…
Cross-reference internal citations, figure and table cross-links and appendix pointers throughout the manual, verify target page numbers and context make sense, and report any broken or misleading internal references with proposed fixes.
The tools that do the workAdobe InDesignjob descriptions

Validate links and QR codes

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Check every hyperlink and QR graphic in the final page proofs, open each URL, note any 404s or redirects,…
Check every hyperlink and QR graphic in the final page proofs, open each URL, note any 404s or redirects, record the correct target or suggested replacement, and flag any mismatches in the links list to Priya by Friday noon.
The tools that do the workAdobe Acrobatjob descriptions

Confirm final corrections are integrated

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Compare the latest corrected manuscript to the print-ready files, confirm every tracked change and author…
Compare the latest corrected manuscript to the print-ready files, confirm every tracked change and author note is applied, list any outstanding corrections with page and line, then sign off to Sarah in production by end of day.
The tools that do the workAdobe InDesignjob descriptions

Run accessibility spot checks (headings, contrast, links)

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Run a quick accessibility spot check across the proof: verify heading hierarchy, test link text and keyboard…
Run a quick accessibility spot check across the proof: verify heading hierarchy, test link text and keyboard focus order, and check color contrast on key info pages; log failures and required fixes for the designers.
The tools that do the workAdobe Acrobatjob descriptions

Provide “OK to print/publish” signal with flags

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Mark the file OK to print or hold: add a visible flag stating OK to publish if no outstanding copy or legal…
Mark the file OK to print or hold: add a visible flag stating OK to publish if no outstanding copy or legal queries remain, otherwise list the blocking items and send the hold to James in production.
The tools that do the workAdobe Acrobatjob descriptions

Review regional variants (spelling, date formats, currency)

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Review the regional variants worksheet and the localized proofs, correct spelling, date and currency formats…
Review the regional variants worksheet and the localized proofs, correct spelling, date and currency formats to the relevant market conventions, note any vocabulary choices for localization, and return the files to Marta with changes.
The tools that do the workMicrosoft ExcelAdobe InDesignjob descriptions

Coordinate with translation vendors or CAT tools

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Arrange translations for the marketing brochure: send the English source and style guide to Acme…
Arrange translations for the marketing brochure: send the English source and style guide to Acme Translations, request bilingual TM exchange, ask for turnaround in five business days, and confirm they will run the files through their translation memory and return tagged XLIFF for in-house review.
The tools that do the workMicrosoft OutlookMicrosoft Exceljob descriptions

Compare galley proofs against original manuscripts or artworks

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Compare the galley proof against the original manuscript line by line, flag any dropped paragraphs, caption…
Compare the galley proof against the original manuscript line by line, flag any dropped paragraphs, caption mismatches, hyphenation changes, and typesetting errors, then send a marked list and corrected PDF back to production by Thursday morning.
The tools that do the workAdobe AcrobatWikipedia

Examine facsimiles of finished products

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Inspect the facsimile of the finished brochure against the production checklist, check color captions, pull…
Inspect the facsimile of the finished brochure against the production checklist, check color captions, pull quotes, and legal copy for fidelity to approved wording, note any printing artifacts, and return a defect report to prepress by end of day.
The tools that do the workAdobe PhotoshopAdobe AcrobatESCO

Says who?

These are the pages we read to build this. Open any of them and check us.

Activities this job lives in

The human activities behind the tasks — each with its honest AI ceiling.

The logs, files & records this job keeps

Shared with other careers — the same record means something different in each.

Related careers

Same family of work — each with its own tasks and prompts.

The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.

The rest of the map

Same library, five ways in.

Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses