Development vs Public Safety
How does Development compare to Public Safety on AI displacement risk? Development averages 36.0/100 (median 33.4, mode 29) across 99 assessed roles, while Public Safety averages 53.0/100 (median 53.3, mode 52) across 112 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
Public Safety
53.0
/100
Mean53.0
Median53.3
Mode52
112 roles assessed
77
30
5
Green 77
Yellow 30
Red 5
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Emergency Response | 64.7 | 25 |
| Law Enforcement | 55.2 | 41 |
| Corrections | 53.7 | 11 |
| Protective Services | 49.6 | 38 |
| Dispatch & Communications | 37.4 | 5 |
| Private Investigation | 34.6 | 10 |
Safest Roles
Frequently Asked Questions
Which domain is safer from AI — Development or Public Safety?
Public Safety averages 53.0/100 across 112 roles, while Development averages 36.0/100 across 99 roles — a 17.0-point gap. Public Safety has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Development vs Public Safety?
Development covers 99 assessed roles and Public Safety covers 112 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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