Data vs Development
How does Data compare to Development on AI displacement risk? Data averages 28.6/100 (median 27.8, mode 29) across 40 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.
Data
28.6
/100
Mean28.6
Median27.8
Mode29
40 roles assessed
2
24
14
Green 2
Yellow 24
Red 14
Specialisms
| Specialism | Avg Score | Roles |
|---|---|---|
| Data Engineering | 31.5 | 18 |
| Data Science & Analytics | 26.5 | 25 |
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 — Data or Development?
Development averages 36.0/100 across 99 roles, while Data averages 28.6/100 across 40 roles — a 7.4-point gap. Development has more roles in the Green Zone, making it the safer domain overall.
How many roles are in Data vs Development?
Data covers 40 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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