Business & Operations vs Manufacturing
How does Business & Operations compare to Manufacturing on AI displacement risk? Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 assessed roles, while Manufacturing averages 31.1/100 (median 28.0, mode 26) across 239 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
Manufacturing
31.1
/100
Mean31.1
Median28.0
Mode26
239 roles assessed
31
124
84
Green 31
Yellow 124
Red 84
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Chemical & Process Operation | 37.1 | 22 |
| Food Processing | 33.5 | 35 |
| Quality & Inspection | 33.2 | 37 |
| Production Operations | 32.4 | 52 |
| Textile & Garment | 32.2 | 24 |
| Assembly & Fabrication | 31.5 | 50 |
| Metal & Plastics Processing | 30.0 | 38 |
| Cutting & Forming | 28.4 | 16 |
| Printing & Packaging | 27.4 | 21 |
| Warehousing | 17.4 | 18 |
Safest Roles
Most At-Risk Roles
Frequently Asked Questions
Which domain is safer from AI — Business & Operations or Manufacturing?
Manufacturing averages 31.1/100 across 239 roles, while Business & Operations averages 29.6/100 across 324 roles — a 1.5-point gap. Manufacturing has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Business & Operations vs Manufacturing?
Business & Operations covers 324 assessed roles and Manufacturing covers 239 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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