Intelligence
What job postings ask for: skills, AI, seniority, ways of working and roles, from Nation's own crawl investigation. Figures are shares of postings unless a unit says otherwise.
What job postings ask for: skills, AI, seniority, ways of working and roles, from Nation's own crawl investigation. Figures are shares of postings unless a unit says otherwise.
Data from the September 2026 crawl investigation
What job postings ask for: skills, AI, seniority, ways of working and roles, from Nation's own crawl investigation. Figures are shares of postings unless a unit says otherwise.
The skills postings ask for most, and how the mix shifts with seniority.
Share of postings that mention the skill.
Share of postings at each level that mention the skill.
| Skill | Intern | Junior | Mid | Senior | Lead / principal | Management | Other | Not stated |
|---|---|---|---|---|---|---|---|---|
| Communication | 2.1% | 9.0% | 18.1% | 27.3% | 4.5% | 12.5% | 12.4% | 14.1% |
| Python | 4.5% | 4.6% | 13.8% | 46.4% | 11.5% | 3.6% | 11.5% | 4.1% |
| Excel | 6.1% | 12.7% | 30.0% | 25.3% | 2.0% | 12.3% | 9.8% | 1.8% |
| CRM systems | 3.0% | 10.4% | 24.3% | 18.8% | 1.3% | 8.8% | 7.5% | 26.0% |
| AWS | 1.2% | 2.5% | 11.7% | 52.7% | 12.7% | 5.5% | 10.8% | 3.0% |
| SQL | 3.6% | 5.5% | 18.8% | 43.1% | 8.0% | 6.8% | 11.4% | 2.9% |
| Microsoft Office | 5.2% | 14.2% | 35.4% | 21.4% | 1.7% | 10.4% | 9.6% | 2.1% |
| Salesforce | 1.3% | 11.5% | 28.8% | 30.2% | 2.6% | 13.5% | 11.3% | 0.8% |
| Kubernetes | 0.9% | 2.4% | 10.0% | 54.4% | 14.5% | 4.2% | 10.2% | 3.5% |
| CI/CD | 1.0% | 2.1% | 11.9% | 53.3% | 12.6% | 5.4% | 9.9% | 3.7% |
| Azure | 1.3% | 2.8% | 14.4% | 51.8% | 10.8% | 5.0% | 10.6% | 3.3% |
| Project management | 1.7% | 4.3% | 20.9% | 41.1% | 3.6% | 17.5% | 9.9% | 0.9% |
| English | 5.2% | 9.0% | 13.8% | 29.9% | 3.2% | 5.8% | 27.9% | 5.2% |
| Problem solving | 3.0% | 10.2% | 22.7% | 28.7% | 4.6% | 12.4% | 14.4% | 4.0% |
| TypeScript | 2.8% | 2.4% | 10.7% | 52.3% | 11.5% | 3.4% | 12.9% | 4.0% |
| Google Cloud | 1.4% | 2.3% | 11.0% | 51.9% | 12.4% | 6.0% | 11.8% | 3.3% |
| Docker | 1.8% | 2.7% | 13.8% | 52.2% | 11.5% | 2.8% | 10.8% | 4.4% |
| Data analysis | 6.6% | 8.0% | 24.1% | 30.4% | 3.9% | 13.3% | 11.5% | 2.0% |
| React | 2.5% | 3.0% | 11.5% | 50.7% | 11.8% | 3.9% | 12.3% | 4.4% |
| Java | 3.1% | 3.9% | 13.0% | 48.8% | 12.5% | 4.4% | 9.9% | 4.4% |
Seniority
How much of the work involves AI by kind of role and by level, and which tools and skills AI postings name.
Share of postings by how much the work involves AI, with tech roles and non-tech roles side by side. A role shows only the side it has.
Share of postings at each level that involve AI, from intern to management.
Share of postings that name the tool.
Share of AI postings that mention the skill.
How job functions compare on AI and on how much a posting asks for. Shown for all functions together.
Share of postings in each function that involve AI, highest first.
Median number of skills a posting lists in each function, highest first.
How the most common roles compare on AI and on how much a posting asks for. Shown for all roles together.
Share of postings in each role that involve AI, highest first.
Median number of skills a posting lists in each role, highest first.
The experience asked for at each level, and where the work happens.
Median years of experience asked for at each level.
Share of postings at each level that are on-site, hybrid or remote. Each row adds up to 100%.
| Seniority | On-site | Hybrid | Remote | Other | Not stated |
|---|---|---|---|---|---|
| Intern | 22.4% | 24.1% | 8.5% | 0.2% | 44.8% |
| Junior | 20.1% | 23.0% | 11.3% | 0.2% | 45.4% |
| Mid | 15.8% | 27.4% | 17.2% | 0.2% | 39.3% |
| Senior | 14.4% | 30.7% | 24.4% | 0.2% | 30.4% |
| Lead / principal | 20.8% | 28.8% | 24.1% | 0.1% | 26.2% |
| Management | 17.6% | 26.5% | 20.8% | 0.2% | 34.9% |
| Other | 21.1% | 25.7% | 18.5% | 0.7% | 33.9% |
| Not stated | 8.0% | 11.1% | 48.5% | none | 32.4% |
Intern
Junior
Mid
Senior
Lead / principal
Management
Other
Not stated
Where and how much people work, for the postings that say so.
Share of postings that are on-site, hybrid or remote.
Share of postings that are full-time or part-time.
How many skills and responsibilities a single posting lists.
Share of postings by how many skills they list.
Share of postings by how many responsibilities they list.
The job titles that appear most often.
Share of postings with the job title.
Check out different sectors.