AI vs Business & Operations

How does AI compare to Business & Operations on AI displacement risk? AI averages 56.0/100 (median 57.5, mode 65) across 39 assessed roles, while Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 roles. Explore the zone distributions, specialisms, and individual roles below.

AI

56.0 /100

Mean56.0

Median57.5

Mode65

39 roles assessed

Green 28 Yellow 10 Red 1

Specialisms

Specialism	Avg Score	Roles
AI Research & Governance	62.2	12
AI/ML Engineering	58.6	16
Generative & Language AI	45.5	11

Safest Roles

Model Alignment Researcher (Mid-Level) 86.1
AI Safety Researcher (Mid-Senior) 85.2
AI Security Engineer (Mid-Level) 79.3
AI Governance Lead (Mid-Level) 72.3
AI Solutions Architect (Mid-Senior) 71.3

Most At-Risk Roles

Prompt Engineer (Mid-Level) 7.9
Conversational AI Designer (Mid-Level) 31.2
NLP Engineer (Mid-Level) 36.3
AI Policy Analyst (Mid-Level) 37.7
Conversational AI Engineer (Mid-Level) 40.8

View all 39 roles in AI →

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 →

Frequently Asked Questions

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

AI averages 56.0/100 across 39 roles, while Business & Operations averages 29.6/100 across 324 roles — a 26.5-point gap. AI has more roles in the Green Zone, making it the safer domain overall.

How many roles are in AI vs Business & Operations?

AI covers 39 assessed roles and Business & Operations covers 324 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

Will AI Take Over Cyber Security? Careers and Tech Reviewed — How AI is reshaping cybersecurity roles — and which ones survive.
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.
How To Use ChatGPT and AI for Cyber Security (2026) — Practical AI applications for security professionals.
How AI Benefits Cyber Security (And the Risks) in 2026 — How AI is transforming security — benefits and threats.
10 Examples of AI in Cyber Security (Latest Research) — Real-world AI applications in security operations.
What Is Microsoft Security Copilot? A Comprehensive Guide — Guide to Microsoft's AI-powered security assistant.
Top 18 Cyber Security GPTs and How to Use Them (2026) — Custom GPTs built for security tasks — reviewed and ranked.

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