Business & Operations vs Cloud & Infrastructure

How does Business & Operations compare to Cloud & Infrastructure on AI displacement risk? Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 assessed roles, while Cloud & Infrastructure averages 35.1/100 (median 34.0, mode 16) across 79 roles. Explore the zone distributions, specialisms, and individual roles below.

Business & Operations

29.6 /100

Mean29.6

Median28.1

Mode26

324 roles assessed

171

118

Green 35 Yellow 171 Red 118

Specialisms

Specialism	Avg Score	Roles
Executive Leadership	59.2	19
Consulting	35.9	25
HR & People	34.4	30
Operations Management	31.7	47
Project & Product Management	30.8	16
Sales	30.2	45
Insurance	29.9	17
Procurement	29.5	20
Finance & Accounting	28.6	90
Investment & Securities	27.9	25
Marketing	26.5	27
Banking & Lending	23.5	22
Admin & Office	10.1	35

Safest Roles

Most At-Risk Roles

File Clerks (Mid-Level) 1.5
Micro-Task Worker (Online) (Mid-Level) 1.7
Data Entry Keyer (Mid-Level) 2.3
Word Processor and Typist (Mid-Level) 2.6
Telephone Operator (Mid-Level) 3.0

View all 324 roles in Business & Operations →

Cloud & Infrastructure

35.1 /100

Mean35.1

Median34.0

Mode16

79 roles assessed

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

AI Solutions Architect (Mid-Senior) 71.3
Data Center Technician (Mid-Level) 67.3
Chief Technology Officer (Executive) 67.0
Solutions Architect (Senior) 66.4
Senior Cloud Security Architect (Senior) 64.6

Most At-Risk Roles

View all 79 roles in Cloud & Infrastructure →

Frequently Asked Questions

Which domain is safer from AI — Business & Operations or Cloud & Infrastructure?

Cloud & Infrastructure averages 35.1/100 across 79 roles, while Business & Operations averages 29.6/100 across 324 roles — a 5.5-point gap. Cloud & Infrastructure has more roles in the Green Zone, making it the safer domain overall.

How many roles are in Business & Operations vs Cloud & Infrastructure?

Business & Operations covers 324 assessed roles and Cloud & Infrastructure covers 79 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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