Skills you'll need for AI Specialist — and how to close the gap
This page lists the skills the AI Specialist role relies on, in O*NET importance order, and points to a grounded way to build each one. Importance describes how central a skill is to the role, not pay or hiring odds.
Skills this role needs
Importance below is the O*NET role-skill rating recorded in our seed data (1-5). Build a skill through deliberate practice plus study; the skill page collects the grounded roles and cited resources for it.
| Skill | Importance | Build it via |
|---|---|---|
| AI fundamentals | 5/5 importance (O*NET) | AI fundamentals skill page |
| Machine learning | 4/5 importance (O*NET) | Machine learning skill page |
| Prompt engineering | 4/5 importance (O*NET) | Prompt engineering skill page |
If you're coming from another field
Our pathway data lists these career-changer backgrounds as common feeders into AI Specialist: Military Veteran, Unemployed / Career Changer. These are non-occupation starting points, so we do not assume what you already know. Whatever your background, the target skill set is the same one listed above — that is your gap to close.
For the full from-your-background view, see the feeder gap matrix, which lists each target role's required skill set per feeder background.
Sources
- Cisco — Cisco AI Technical Practitioner Exam: https://www.cisco.com/site/us/en/learn/training-certifications/exams/aitech.html
- CompTIA — CompTIA Certifications Catalog: https://www.comptia.org/en-us/certifications/
- National Center for ONET Development — ONET Database: https://www.onetcenter.org/database.html
Citation Ledger
| ID | Supports | Evidence | Source |
|---|---|---|---|
| CIT-01 | Importance 5/5 for AI fundamentals in AI Specialist | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-02 | Importance 4/5 for Machine learning in AI Specialist | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-03 | Importance 4/5 for Prompt engineering in AI Specialist | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-04 | Career-changer feeder backgrounds for AI Specialist | Pathway feeder mapping | RoleMath pathway seed data |