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.
Develop content for various media
+Draft ten short-form lesson scripts that teach one algebra concept each for animated explainer videos,…
Develop content for various media
+Write fiction or nonfiction
+Write a 1,200-word creative nonfiction piece that humanizes the experience of learning calculus, use three…
Write fiction or nonfiction
+Vary language and tone of messages based on product and medium.
+Rewrite five sample email templates and three social captions to match either formal publisher tone, playful…
Vary language and tone of messages based on product and medium.
+Write advertising copy
+Produce six short adlines and two 150-word product blurbs that sell our practice workbook to secondary…
Write advertising copy
+Conduct research for factual accuracy
+Verify factual accuracy for a 24-page probability module: check all formulas, worked answers, historical…
Conduct research for factual accuracy
+Present drafts for feedback
+Prepare a review packet of three draft lessons for the curriculum team: export clean PDFs, add a…
Present drafts for feedback
+Work with editors to shape material
+Shape the draft lesson sequences with Emma and Rahul so each topic has a learning objective, two worked…
Work with editors to shape material
+Conduct research and interviews to determine which of a product's selling features should be promoted.
+Interview three teachers and scan five competitor pages to decide whether to promote adaptive practice,…
Conduct research and interviews to determine which of a product's selling features should be promoted.
+Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.
+Create a shortlist of five product names and three packaging slogans for each, aiming for simple,…
Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.
+Follow appropriate procedures to get copyrights for completed work.
+Compile completed exercises, authorship statements, and dated drafts, then follow the copyright office…
Follow appropriate procedures to get copyrights for completed work.
+Plan project arrangements or outlines, and organize material accordingly.
+Map the project into a two-page outline with milestones, required assets, and a page-by-page content plan,…
Plan project arrangements or outlines, and organize material accordingly.
+Prepare works in appropriate format for publication, and send them to publishers or producers.
+Format the final modules into print-ready layout with front matter, page headers, and metadata, export a…
Prepare works in appropriate format for publication, and send them to publishers or producers.
+Choose subjects that interest readers
+Pick five math topics that will hook secondary-school teachers and curious parents — include one activity,…
Choose subjects that interest readers
+Shape material for publishing
+Prepare the draft of a 1,200-word lesson article aimed at college freshmen: tighten the narrative, add a…
Shape material for publishing
+Revise or rewrite sections for clarity
+Rewrite the confusing section on limits so a high-school student can follow it: keep the math rigorous, cut…
Revise or rewrite sections for clarity
+Publish works across a wide range of media
+Prepare and queue this set of pieces for cross-posting: a long-form article for the site, a condensed…
Publish works across a wide range of media
+Express ideas well using language
+Edit this 800-word explainer so the language is crisp and vivid: replace passive sentences, vary sentence…
Express ideas well using language
+Use graphics or illustrations to enhance communication
+Create three simple supporting illustrations for the article: a labeled diagram of the proof, a step-by-step…
Use graphics or illustrations to enhance communication
+Create understandable technical writing for civil and government readers
+Draft a clear technical brief explaining the statistical basis and assumptions behind the flood-risk model…
Create understandable technical writing for civil and government readers
+Write novels
+Write the opening chapter of a novel about a former surveyor turned unlikely activist who finds a decade-old…
Write novels
+Write poetry
+Compose a short sequence of four poems that translate technical concepts—variance, convergence, threshold,…
Write poetry
+Write comics
+Script a four-page comic outline about a junior engineer who uncovers a calculation error in a highway…
Write comics
+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