Cloud & Infrastructure vs Retail & Service
How does Cloud & Infrastructure compare to Retail & Service on AI displacement risk? Cloud & Infrastructure averages 35.1/100 (median 34.0, mode 16) across 79 assessed roles, while Retail & Service averages 40.8/100 (median 42.5, mode 45) across 249 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
Retail & Service
40.8
/100
Mean40.8
Median42.5
Mode45
249 roles assessed
78
133
38
Green 78
Yellow 133
Red 38
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Personal Care | 51.6 | 53 |
| Hospitality | 42.3 | 92 |
| Food Service | 42.2 | 59 |
| Retail | 32.3 | 57 |
| Customer Service | 25.0 | 19 |
Safest Roles
Frequently Asked Questions
Which domain is safer from AI — Cloud & Infrastructure or Retail & Service?
Retail & Service averages 40.8/100 across 249 roles, while Cloud & Infrastructure averages 35.1/100 across 79 roles — a 5.8-point gap. Retail & Service has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Cloud & Infrastructure vs Retail & Service?
Cloud & Infrastructure covers 79 assessed roles and Retail & Service covers 249 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.
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- 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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