Engineering
QA / SDET (automation): AI risk and job outlook
How exposed a QA / SDET (automation) 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
58
Medium (lower is safer)
Hiring demand
50
Medium (higher is better)
Baseline signal
39
Exposed for a typical mid-career QA / SDET (automation)
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 / SDET (automation) signal