Cloud & Infrastructure vs Data
How does Cloud & Infrastructure compare to Data on AI displacement risk? Cloud & Infrastructure averages 35.1/100 (median 34.0, mode 16) across 79 assessed roles, while Data averages 28.6/100 (median 27.8, mode 29) across 40 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
Data
28.6
/100
Mean28.6
Median27.8
Mode29
40 roles assessed
2
24
14
Green 2
Yellow 24
Red 14
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Data Engineering | 31.5 | 18 |
| Data Science & Analytics | 26.5 | 25 |
Safest Roles
Most At-Risk Roles
Frequently Asked Questions
Which domain is safer from AI — Cloud & Infrastructure or Data?
Cloud & Infrastructure averages 35.1/100 across 79 roles, while Data averages 28.6/100 across 40 roles — a 6.4-point gap. Cloud & Infrastructure has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Cloud & Infrastructure vs Data?
Cloud & Infrastructure covers 79 assessed roles and Data covers 40 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.
- StationX Weekly Newsletter — Weekly cybersecurity news, tips, and career advice.
- StationX YouTube Channel — 220+ videos on cybersecurity careers, skills, and industry trends.
- StationX Membership Programs — Training programs with courses, labs, mentorship, and job guarantees.
- Nmap Cheat Sheet — All Nmap commands and flags in one downloadable reference.
- 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.
Compare Another
Open Domain Comparison Tool
What's your AI risk score?
We're building a free tool that analyses your career against millions of data points and gives you a personal risk score with transition paths. We'll only build it if there's demand.
No spam. We'll only email you if we build it.
The AI-Proof Career Guide
We've found clear patterns in the data about what actually protects careers from disruption. We'll publish it free — but only if people want it.
No spam. We'll only email you if we write it.