Business & Operations vs Development
How does Business & Operations compare to Development on AI displacement risk? Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 assessed roles, while Development averages 36.0/100 (median 33.4, mode 29) across 99 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
Development
36.0
/100
Mean36.0
Median33.4
Mode29
99 roles assessed
29
47
23
Green 29
Yellow 47
Red 23
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Safety-Critical Software | 64.9 | 4 |
| Embedded & Firmware | 57.0 | 10 |
| Scientific & Financial Computing | 46.6 | 10 |
| Software Development | 38.6 | 24 |
| Game Development | 34.7 | 10 |
| Developer Tooling | 32.5 | 5 |
| Enterprise Platforms | 28.8 | 12 |
| Mobile Development | 27.9 | 8 |
| QA & Testing | 25.4 | 11 |
| Web Development | 19.8 | 12 |
Safest Roles
Most At-Risk Roles
Frequently Asked Questions
Which domain is safer from AI — Business & Operations or Development?
Development averages 36.0/100 across 99 roles, while Business & Operations averages 29.6/100 across 324 roles — a 6.5-point gap. Development has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Business & Operations vs Development?
Business & Operations covers 324 assessed roles and Development covers 99 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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