Cloud & Infrastructure vs Development
How does Cloud & Infrastructure compare to Development on AI displacement risk? Cloud & Infrastructure averages 35.1/100 (median 34.0, mode 16) across 79 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.
Cloud & Infrastructure
35.1
/100
Mean35.1
Median34.0
Mode16
79 roles assessed
19
38
22
Green 19
Yellow 38
Red 22
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| IT Leadership | 47.8 | 7 |
| Cloud Architecture | 46.4 | 22 |
| Networking | 36.1 | 14 |
| Site Reliability | 32.4 | 2 |
| IT Support | 32.2 | 9 |
| Systems Administration | 30.6 | 10 |
| DevOps & Platform | 28.6 | 8 |
| Database Administration | 27.2 | 8 |
| IT Administration | 21.6 | 12 |
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 — Cloud & Infrastructure or Development?
Development averages 36.0/100 across 99 roles, while Cloud & Infrastructure averages 35.1/100 across 79 roles — a 0.9-point gap. Development has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Cloud & Infrastructure vs Development?
Cloud & Infrastructure covers 79 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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