Roles demanding machine learning
| Role family | Jobs | % of skill jobs |
|---|---|---|
| Software Engineering | 393 | 14.4% |
| Data & Analytics | 327 | 11.9% |
| Product Management | 149 | 5.4% |
| Sales | 111 | 4.1% |
| Operations | 55 | 2% |
| DevOps | 54 | 2% |
| Security | 34 | 1.2% |
| Marketing | 31 | 1.1% |
| Customer Success | 24 | 0.9% |
| Legal | 15 | 0.5% |