Development vs Retail & Service
How does Development compare to Retail & Service on AI displacement risk? Development averages 36.0/100 (median 33.4, mode 29) across 99 assessed roles, while Retail & Service averages 40.8/100 (median 42.5, mode 45) across 249 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
Retail & Service
40.8
/100
Mean40.8
Median42.5
Mode45
249 roles assessed
78
133
38
Green 78
Yellow 133
Red 38
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Personal Care | 51.6 | 53 |
| Hospitality | 42.3 | 92 |
| Food Service | 42.2 | 59 |
| Retail | 32.3 | 57 |
| Customer Service | 25.0 | 19 |
Safest Roles
Frequently Asked Questions
Which domain is safer from AI — Development or Retail & Service?
Retail & Service averages 40.8/100 across 249 roles, while Development averages 36.0/100 across 99 roles — a 4.8-point gap. Retail & Service has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Development vs Retail & Service?
Development covers 99 assessed roles and Retail & Service covers 249 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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