Skills in AI's path
Some skills are used most by the work AI can already touch. Others buffer you from it. Here is which is which.
A skill doesn't have an AI-exposure score of its own. But the jobs that use it do. So we score each in-demand skill by the AI task-overlap of the largest occupations that rely on it — employment-weighted. A high score means the skill sits in work AI can already touch; a low score means the skill tends to anchor work that today's models barely reach.
Across 92 skills, the median sits at the 68th exposure percentile. Exposure is task overlap — what AI could touch — not automation, adoption, or jobs lost. A high-exposure skill is not a worthless skill; it's one where the work is changing fastest.
Skills most in AI's path
Used most by occupations with the highest AI task overlap.
| Skill | Exposure | Type |
|---|---|---|
| MongoDB | 97th High | Specialized Skill |
| Project Management Software | 96th High | Specialized Skill |
| Microsoft Dynamics | 94th High | Specialized Skill |
| TypeScript | 94th High | Specialized Skill |
| Tax Software | 94th High | Specialized Skill |
| Kubernetes | 93rd High | Specialized Skill |
| Spring Boot | 93rd High | Specialized Skill |
| Apache Kafka | 93rd High | Specialized Skill |
| Minitab | 93rd High | Specialized Skill |
| NoSQL | 92nd High | Specialized Skill |
| MicroStrategy | 92nd High | Specialized Skill |
| Github | 91st High | Specialized Skill |
| IBM Notes | 91st High | Specialized Skill |
| Red Hat Enterprise Linux | 90th High | Specialized Skill |
| Unix Shell | 89th High | Specialized Skill |
| WordPress | 89th High | Specialized Skill |
| Spring Framework | 89th High | Specialized Skill |
| Atlassian Confluence | 89th High | Specialized Skill |
| Speech Recognition Software | 89th High | Specialized Skill |
| Transact-SQL | 88th High | Specialized Skill |
| MySQL | 87th High | Specialized Skill |
| ServiceNow | 87th High | Specialized Skill |
| Node.js | 87th High | Specialized Skill |
| Apache Hadoop | 87th High | Specialized Skill |
| Presentation Software | 86th High | Specialized Skill |
Skills that buffer you
Used most by occupations today's AI barely reaches.
| Skill | Exposure | Type |
|---|---|---|
| Equipment Selection | 14th Low | Specialized Skill |
| Equipment Maintenance | 20th Low | Specialized Skill |
| Depth Perception | 21st Low | Common Skill |
| Installation | 22nd Low | Specialized Skill |
| Finger Dexterity | 30th Low | Common Skill |
| Apache Spark | 30th Low | Specialized Skill |
| Visualization | 33rd Low | Specialized Skill |
| Foreign Language | 35th Moderate | Common Skill |
| Chemistry | 40th Moderate | Specialized Skill |
| Physics | 40th Moderate | Specialized Skill |
| Microsoft Edge | 40th Moderate | Specialized Skill |
| Learning Strategies | 43rd Moderate | Specialized Skill |
| Instructing | 45th Moderate | Specialized Skill |
| Telecommunications | 45th Moderate | Specialized Skill |
| Psychology | 46th Moderate | Specialized Skill |
| Biology | 47th Moderate | Specialized Skill |
| Inductive Reasoning | 49th Moderate | Common Skill |
| Mathematics | 49th Moderate | Common Skill |
| Geography | 49th Moderate | Specialized Skill |
| Critical Thinking | 50th Moderate | Common Skill |
| Deductive Reasoning | 50th Moderate | Common Skill |
| Complex Problem Solving | 50th Moderate | Common Skill |
| Time Management | 50th Moderate | Common Skill |
| Social Perceptiveness | 50th Moderate | Common Skill |
| Active Learning | 50th Moderate | Common Skill |
How this is computed. For each skill we take the largest occupations that demand it (by employment, from the Lightcast→O*NET crosswalk) and average their AI task-exposure percentile, weighted by employment. Only skills with at least 3 matched occupations are shown. Exposure percentile is the unified task-overlap index (Eloundou GPT-overlap + Felten AIOE) ranked across all occupations. This measures where a skill sits relative to AI's current reach — a map of change, not a prediction of loss, and not a ranking of skill value.
← Back to all skills in demand
Datasets behind this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
- AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic