Cloud & Infrastructure vs Engineering
How does Cloud & Infrastructure compare to Engineering on AI displacement risk? Cloud & Infrastructure averages 35.1/100 (median 34.0, mode 16) across 79 assessed roles, while Engineering averages 46.0/100 (median 48.1, mode 48) across 194 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
Engineering
46.0
/100
Mean46.0
Median48.1
Mode48
194 roles assessed
98
86
10
Green 98
Yellow 86
Red 10
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Electrical & Electronics Engineering | 50.3 | 34 |
| Biomedical Engineering | 50.0 | 10 |
| Aerospace Engineering | 49.8 | 28 |
| Civil Engineering | 49.7 | 35 |
| Chemical Engineering | 48.1 | 16 |
| Environmental Engineering | 47.6 | 17 |
| Engineering Management | 45.9 | 10 |
| Mechanical Engineering | 45.8 | 37 |
| Industrial Engineering | 40.9 | 17 |
| Architecture | 40.7 | 13 |
| Engineering Technicians | 37.4 | 37 |
Safest Roles
Frequently Asked Questions
Which domain is safer from AI — Cloud & Infrastructure or Engineering?
Engineering averages 46.0/100 across 194 roles, while Cloud & Infrastructure averages 35.1/100 across 79 roles — a 10.9-point gap. Engineering has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Cloud & Infrastructure vs Engineering?
Cloud & Infrastructure covers 79 assessed roles and Engineering covers 194 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.
Useful Resources
- Is Technology a Good Career Path? [2026 Expert Advice] — Expert assessment of technology as a career choice.
- Nmap Cheat Sheet — All Nmap commands and flags in one downloadable reference.
- StationX Weekly Newsletter — Weekly cybersecurity news, tips, and career advice.
- Top Networking Certifications for Career Growth in 2026 — Best networking certs for career advancement.
- CompTIA Network+ Salary 2026 — What Network+ certified professionals earn.
- The CompTIA Network+ Passing Score: Ace Your Exam in 2026 — Exam tips and passing score breakdown.
- What Is CCNP Security and Why Take It? — Definitive guide to the CCNP Security certification.
- What Is the Cisco CCST Networking Exam? (2026 Guide) — Cisco's entry-level networking certification explained.
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