QA & Testing vs Safety-Critical Software
How does QA & Testing (Development) compare to Safety-Critical Software (Development) on AI displacement risk? QA & Testing averages 25.4/100 (median 26.0, mode 26) across 11 roles, while Safety-Critical Software averages 64.9/100 (median 64.5, mode 61) across 4 roles.
QA & Testing
Development
25.4
/100
Mean25.4
Median26.0
Mode26
11 roles
1
5
5
Green 1
Yellow 5
Red 5
Safest Roles
At-Risk Roles
Safety-Critical Software
Development
64.9
/100
Mean64.9
Median64.5
Mode61
4 roles
4
Green 4
Yellow 0
Red 0
Safest Roles
Frequently Asked Questions
Which specialism is safer from AI — QA & Testing or Safety-Critical Software?
Safety-Critical Software (Development) averages 64.9/100 across 4 roles, while QA & Testing (Development) averages 25.4/100 across 11 roles — a 39.5-point gap.
How do QA & Testing and Safety-Critical Software compare on zone distribution?
QA & Testing has 1 Green, 5 Yellow, and 5 Red zone roles. Safety-Critical Software has 4 Green, 0 Yellow, and 0 Red zone roles. A higher proportion of Green zone roles indicates better overall AI resistance.
Useful Resources
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- Python for Cyber Security (Complete Guide) — How Python is used in security — from scripting to exploitation.
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- Hacking With Python: Unlocking Python's Potential — Practical Python for penetration testing and security.
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