Job postings analyzed
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for the filters above
AI job trends
What job postings say about AI at work
Explore the AI concepts, tools, products, and developer technologies appearing in job descriptions across roles, regions, and time.
DataLoading corpus metadata…
What a mention meansThe posting names the term somewhere in its description. It may be a skill, responsibility, product, company detail, or hiring note.
AI groups, terms, and tools
Mentioning AI or ML
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each posting counts once
Share of postings
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that contain a match
Terms tracked
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a posting can match several
AI mentions by role group
Share of postings in each role group that mention the selected term. Select a bar to see its categories.
Posting share by month
How often the selected terms appear over time
AI terms and tools
Share of postings that name each concept, product, tool, model, protocol, or framework. Scroll to see all terms; counts overlap.
By geography
Only markets with enough postings are shown. Each cell is the share of postings mentioning that term.
Role comparison
Counts update with the market and AI-term filters
| Role group | Matching postings | Postings checked | Share |
|---|---|---|---|
| Software, Data & AI | 23,703 | 66,517 | 35.63% |
| Product, Design, Media & Content | 2,761 | 13,143 | 21.01% |
| IT, Cloud, Security & Enterprise Platforms | 7,250 | 60,469 | 11.99% |
| Marketing, Sales & Customer Experience | 6,995 | 86,759 | 8.06% |
| Finance, Legal & Risk | 3,661 | 71,854 | 5.10% |
| Engineering, Manufacturing & Applied Science | 4,852 | 114,785 | 4.23% |
| Business Operations, Administration & Leadership | 5,071 | 182,071 | 2.79% |
| Other | 242 | 9,758 | 2.48% |
| Education, Social Impact & Public Sector | 542 | 47,914 | 1.13% |
| Retail, Food, Hospitality & Services | 2,020 | 279,136 | 0.72% |
| Healthcare, Life Sciences & Wellness | 1,459 | 238,656 | 0.61% |
| Construction, Trades, Real Estate & Field Services | 322 | 78,396 | 0.41% |
Methodology
How job-description text becomes this report
1 · Choose postings
We analyze archived public job postings with a Corvi Careers job category, then organize them into role groups and more specific categories. Markets are grouped by country, with remote postings kept inside their country.
2 · Find clear mentions
Reviewed phrases cover broad concepts and exact products, tools, models, protocols, and frameworks—including Codex, Claude Code, Cursor, MCP, and LangGraph. Standalone “AI” is excluded because it is often ambiguous.
3 · Read the results
Each term counts once per posting, and one posting can match several terms. When several AI selections are compared, their matches are shown separately and can overlap. Role, category, and market percentages are shown only when at least 100 postings are available. A mention does not by itself prove the skill is required or that the employer uses the technology.