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Market Intelligence Highlights
Highest AI Exposure
Roles most affected by AI automation
#RoleAI Exposure
Most Career-Resilient
Roles with strongest long-term durability
#RoleResilience
Data & Analytics
1 role analysed
Engineering
2 roles analysed
Engineering
QA Engineer
AI Exposure
44.8%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience36.6%
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Engineering
Software Engineer
AI Exposure
40%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience39.1%
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Product & Strategy
3 roles analysed
Product & Strategy
Project Manager
AI Exposure
43.6%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience36.7%
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Product & Strategy
Business Analyst
AI Exposure
41.5%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience37.9%
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Product & Strategy
Product Manager
AI Exposure
40.5%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience39.9%
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Marketing & Growth
1 role analysed
Cloud & Infrastructure
3 roles analysed
Cloud & Infrastructure
Platform Engineer
AI Exposure
39.5%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience39.7%
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Cloud & Infrastructure
DevOps Engineer
AI Exposure
39.1%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience39.5%
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Cloud & Infrastructure
Site Reliability Engineer
AI Exposure
39.1%Estimates how vulnerable this role's tasks may be to AI-assisted automation, based on O*NET occupational data.
Career Resilience39.5%
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Low Exposure:This role relies heavily on human judgment and creativity.Moderate Exposure:Some tasks are automatable — upskilling makes the difference.High Exposure:AI tools are actively reshaping how this role works.Very High Exposure:High automation risk — future-proofing is urgent.