Occupation collection · 42 reports
Tech jobs and AI exposure
Explore how AI is changing software, data, infrastructure, security, and technical support work. These are modeled task-exposure estimates, not predictions that a job will disappear.
Scores compare how much of a role's current task mix may be assisted or automated. Adoption still depends on reliability, regulation, cost, employer choices, and human accountability.
All Tech job reports
Ordered from higher to lower modeled task exposure.
QA Manual Tester
0–2 years impact window83%Data Entry Clerk
0–2 years impact window76%Prompt Engineer
0–2 years impact window76%SOC Analyst
2–4 years impact window64%Product Manager
2–4 years impact window62%Data Scientist
2–4 years impact window55%Operations Research Analysts
2–4 years impact window52%Computer Systems Analysts
2–4 years impact window51%Actuaries
2–4 years impact window51%Software Developers
2–4 years impact window50%Mathematicians
2–4 years impact window50%Web Developers
2–4 years impact window49%Data Engineer
2–4 years impact window48%Software Quality Assurance Analysts and Testers
2–4 years impact window48%Junior Frontend Developer
2–4 years impact window47%IT Help Desk (Tier 1)
2–4 years impact window47%Mobile App Developer
2–4 years impact window47%Computer Network Support Specialists
2–4 years impact window47%Software Engineer
2–4 years impact window46%Web and Digital Interface Designers
2–4 years impact window46%Computer User Support Specialists
2–4 years impact window45%Statisticians
2–4 years impact window45%Machine Learning Engineer
2–4 years impact window44%Information Security Analysts
2–4 years impact window44%AI Engineer
2–4 years impact window42%Game Developer
2–4 years impact window38%Cybersecurity Analyst
2–4 years impact window35%Mechanical Drafters
6–10+ years impact window34%Mechanical Engineers
6–10+ years impact window34%Materials Engineers
6–10+ years impact window33%Aerospace Engineers
6–10+ years impact window32%Chemical Engineers
6–10+ years impact window31%Industrial Engineers
6–10+ years impact window31%Nuclear Engineers
6–10+ years impact window30%Agricultural Engineers
6–10+ years impact window30%Civil Engineers
6–10+ years impact window29%Cloud Architect
6–10+ years impact window28%Engineers, All Other
6–10+ years impact window28%Electrical Engineers
6–10+ years impact window27%Petroleum Engineers
6–10+ years impact window26%Robotics Engineer
6–10+ years impact window24%DevOps / Site Reliability Engineer
6–10+ years impact window15%
0–2 years impact window83%Data Entry Clerk
0–2 years impact window76%Prompt Engineer
0–2 years impact window76%SOC Analyst
2–4 years impact window64%Product Manager
2–4 years impact window62%Data Scientist
2–4 years impact window55%Operations Research Analysts
2–4 years impact window52%Computer Systems Analysts
2–4 years impact window51%Actuaries
2–4 years impact window51%Software Developers
2–4 years impact window50%Mathematicians
2–4 years impact window50%Web Developers
2–4 years impact window49%Data Engineer
2–4 years impact window48%Software Quality Assurance Analysts and Testers
2–4 years impact window48%Junior Frontend Developer
2–4 years impact window47%IT Help Desk (Tier 1)
2–4 years impact window47%Mobile App Developer
2–4 years impact window47%Computer Network Support Specialists
2–4 years impact window47%Software Engineer
2–4 years impact window46%Web and Digital Interface Designers
2–4 years impact window46%Computer User Support Specialists
2–4 years impact window45%Statisticians
2–4 years impact window45%Machine Learning Engineer
2–4 years impact window44%Information Security Analysts
2–4 years impact window44%AI Engineer
2–4 years impact window42%Game Developer
2–4 years impact window38%Cybersecurity Analyst
2–4 years impact window35%Mechanical Drafters
6–10+ years impact window34%Mechanical Engineers
6–10+ years impact window34%Materials Engineers
6–10+ years impact window33%Aerospace Engineers
6–10+ years impact window32%Chemical Engineers
6–10+ years impact window31%Industrial Engineers
6–10+ years impact window31%Nuclear Engineers
6–10+ years impact window30%Agricultural Engineers
6–10+ years impact window30%Civil Engineers
6–10+ years impact window29%Cloud Architect
6–10+ years impact window28%Engineers, All Other
6–10+ years impact window28%Electrical Engineers
6–10+ years impact window27%Petroleum Engineers
6–10+ years impact window26%Robotics Engineer
6–10+ years impact window24%DevOps / Site Reliability Engineer
6–10+ years impact window15%