AI vs Development
How does AI compare to Development on AI displacement risk? AI averages 56.0/100 (median 57.5, mode 65) across 39 assessed roles, while Development averages 36.0/100 (median 33.4, mode 29) across 99 roles. Explore the zone distributions, specialisms, and individual roles below.
AI
56.0
/100
Mean56.0
Median57.5
Mode65
39 roles assessed
28
10
1
Green 28
Yellow 10
Red 1
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| AI Research & Governance | 62.2 | 12 |
| AI/ML Engineering | 58.6 | 16 |
| Generative & Language AI | 45.5 | 11 |
Safest Roles
Most At-Risk Roles
Development
36.0
/100
Mean36.0
Median33.4
Mode29
99 roles assessed
29
47
23
Green 29
Yellow 47
Red 23
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Safety-Critical Software | 64.9 | 4 |
| Embedded & Firmware | 57.0 | 10 |
| Scientific & Financial Computing | 46.6 | 10 |
| Software Development | 38.6 | 24 |
| Game Development | 34.7 | 10 |
| Developer Tooling | 32.5 | 5 |
| Enterprise Platforms | 28.8 | 12 |
| Mobile Development | 27.9 | 8 |
| QA & Testing | 25.4 | 11 |
| Web Development | 19.8 | 12 |
Safest Roles
Most At-Risk Roles
Frequently Asked Questions
Which domain is safer from AI — AI or Development?
AI averages 56.0/100 across 39 roles, while Development averages 36.0/100 across 99 roles — a 20.0-point gap. AI has more roles in the Green Zone, making it the safer domain overall.
How many roles are in AI vs Development?
AI covers 39 assessed roles and Development covers 99 roles. Each role is individually scored on the AI Job Resistance Index across five dimensions including Task Resistance, Evidence, Barriers, Protective Principles, and AI Growth Correlation.
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- StationX YouTube Channel — 220+ videos on cybersecurity careers, skills, and industry trends.
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- Will AI Take Over Cyber Security? Careers and Tech Reviewed — How AI is reshaping cybersecurity roles — and which ones survive.
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