What it pays
Government survey numbers — not estimates, not ads.
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.
Detect and mark grammatical errors
+Mark every grammatical, punctuation, and agreement error in the attached article draft, add a brief…
Detect and mark grammatical errors
+Read transcript or proof type setup for errors
+Proofread the session transcript and the type setup file for misheard words, punctuation gaps, incorrect…
Read transcript or proof type setup for errors
+Compare information or figures on one record against same data on other records, or with original copy, to detect errors.
+Compare the figures and names on the feature's fact box against the main article and the source spreadsheet,…
Compare information or figures on one record against same data on other records, or with original copy, to detect errors.
+Consult reference books or secure aid of readers to check references with rules of grammar and composition.
+Check the style questions in the two flagged paragraphs against Fowler, the house style guide, and the usage…
Consult reference books or secure aid of readers to check references with rules of grammar and composition.
+Consult with authors and editors regarding manuscript changes and suggestions.
+Review the author's annotated manuscript, list every suggested change with a one-line reason linked to the…
Consult with authors and editors regarding manuscript changes and suggestions.
+Archive documents, conduct research, and read copy, using the internet and various computer programs.
+Locate the original draft, sources cited, and previous versions for this feature, verify quotations and dates…
Archive documents, conduct research, and read copy, using the internet and various computer programs.
+Write original content, such as headlines, cutlines, captions, and cover copy.
+Write three headline options, two straplines, and five caption drafts for the photo gallery that respect the…
Write original content, such as headlines, cutlines, captions, and cover copy.
+Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.
+Read the proof sheets of the obituary aloud into a recording, vocalising punctuation and spelling each proper…
Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.
+Detect and mark compositional errors
+Read the 2,800-word feature called The Future of Work, mark every compositional error—missing topic…
Detect and mark compositional errors
+Correct spelling, grammar, punctuation, and usage
+Copyedit the 1,200-word white paper for spelling, grammar, punctuation, and usage, correct errors in-line,…
Correct spelling, grammar, punctuation, and usage
+Enforce style guide standards (e.g., AP, Chicago, AMA)
+Apply the AP style rules to the marketing brochure, enforce capitalization, numerals, hyphenation, and…
Enforce style guide standards (e.g., AP, Chicago, AMA)
+Standardize dates, times, lists, abbreviations, units
+Standardize all dates, times, lists, abbreviations, and units in the product catalog to the house…
Standardize dates, times, lists, abbreviations, units
+Smooth awkward constructions and flag ambiguous phrasing
+Smooth awkward constructions and flag ambiguous phrasing across the editorial memo: rewrite clumsy sentences…
Smooth awkward constructions and flag ambiguous phrasing
+Apply house voice and tone rules
+Apply the house voice and tone rules to the customer newsletter, adjust word choice and sentence length to…
Apply house voice and tone rules
+Normalize brand terms, product names, legal lines
+Normalize all brand terms, product names and the legal disclaimer across the 72-page marketing guide so…
Normalize brand terms, product names, legal lines
+Align headings, subheadings, and callouts with hierarchy
+Align headings, subheadings and pull quotes across the brochure so H1, H2 and callout styles follow the…
Align headings, subheadings, and callouts with hierarchy
+Verify widows, orphans, and line breaks in proofs
+Scan the proof for widows, orphans and bad line breaks through the body copy and captions, adjust tracking…
Verify widows, orphans, and line breaks in proofs
+Check figure captions, table heads, footnotes, references
+Check every figure caption, table header, footnote and reference list entry for accuracy and style…
Check figure captions, table heads, footnotes, references
+Confirm page folios, running heads, section openers
+Confirm page folios, running heads and section openers are correct for each chapter, ensure chapter titles…
Confirm page folios, running heads, section openers
+Cross reference and fact sanity check internal references
+Cross-reference internal citations, figure and table cross-links and appendix pointers throughout the manual,…
Cross reference and fact sanity check internal references
+Validate links and QR codes
+Check every hyperlink and QR graphic in the final page proofs, open each URL, note any 404s or redirects,…
Validate links and QR codes
+Confirm final corrections are integrated
+Compare the latest corrected manuscript to the print-ready files, confirm every tracked change and author…
Confirm final corrections are integrated
+Run accessibility spot checks (headings, contrast, links)
+Run a quick accessibility spot check across the proof: verify heading hierarchy, test link text and keyboard…
Run accessibility spot checks (headings, contrast, links)
+Provide “OK to print/publish” signal with flags
+Mark the file OK to print or hold: add a visible flag stating OK to publish if no outstanding copy or legal…
Provide “OK to print/publish” signal with flags
+Review regional variants (spelling, date formats, currency)
+Review the regional variants worksheet and the localized proofs, correct spelling, date and currency formats…
Review regional variants (spelling, date formats, currency)
+Coordinate with translation vendors or CAT tools
+Arrange translations for the marketing brochure: send the English source and style guide to Acme…
Coordinate with translation vendors or CAT tools
+Compare galley proofs against original manuscripts or artworks
+Compare the galley proof against the original manuscript line by line, flag any dropped paragraphs, caption…
Compare galley proofs against original manuscripts or artworks
+Examine facsimiles of finished products
+Inspect the facsimile of the finished brochure against the production checklist, check color captions, pull…
Examine facsimiles of finished products
+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 rest of the map
Same library, five ways in.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses