Development vs Manufacturing
How does Development compare to Manufacturing on AI displacement risk? Development averages 36.0/100 (median 33.4, mode 29) across 99 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.
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
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 — Development or Manufacturing?
Development averages 36.0/100 across 99 roles, while Manufacturing averages 31.1/100 across 239 roles — a 4.9-point gap. Development has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Development vs Manufacturing?
Development covers 99 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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