Business & Operations vs Data
How does Business & Operations compare to Data on AI displacement risk? Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 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.
Business & Operations
29.6
/100
Mean29.6
Median28.1
Mode26
324 roles assessed
35
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
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 — Business & Operations or Data?
Business & Operations averages 29.6/100 across 324 roles, while Data averages 28.6/100 across 40 roles — a 0.9-point gap. Business & Operations has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Business & Operations vs Data?
Business & Operations covers 324 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.
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