Engineering
QA Engineer (mostly manual): AI risk and job outlook
How exposed a QA Engineer (mostly manual) is to AI, and how much hiring there is for the role, from the same model as our calculator. These are estimates, and we show how we got them.
AI task exposure
85
High (lower is safer)
Hiring demand
28
Low (higher is better)
Baseline signal
24
High risk for a typical mid-career QA Engineer (mostly manual)
Your number will differ
The baseline above assumes average habits and no protective signals. Your industry, routine share, AI fluency and skills like i have built or shipped an ai/llm-powered feature, i use ai tools (copilot, chatgpt, claude) in my daily work, deep domain expertise (finance, health, legal, industrial…), security skills (appsec, compliance, zero-trust) can move the score substantially in either direction.
Calculate my QA Engineer (mostly manual) signal