AI & Automation Exposure

How much AI is mentioned in job descriptions by function

AI-Native

functions with >50% AI mentions

AI-Adjacent

functions with 20–50% AI mentions

AI-Distant

functions with <20% AI mentions

Function	AI Exposure	Jobs	Median Salary	Category
ML/AI	18.7%	2,020	—	ai-distant
Frontend	4.5%	871	—	ai-distant
Backend	4.1%	5,853	—	ai-distant
Fullstack	4.1%	627	—	ai-distant
DevOps/Infra	3.3%	1,034	—	ai-distant
Design	2.9%	1,279	—	ai-distant
Other	2.7%	51,414	—	ai-distant
Product	2.5%	1,726	—	ai-distant
Data	2.4%	1,562	—	ai-distant
Management	1.6%	4,644	—	ai-distant
Security	1.2%	4,162	—	ai-distant

AI exposure is measured by the percentage of job descriptions that mention AI/ML-related keywords including artificial intelligence, machine learning, deep learning, LLM, GPT, NLP, computer vision, generative AI, and automation.