Start with the task layer.
The biggest shift usually happens inside the job before the title disappears.
These pages start with the question people actually ask. The real value is in showing which tasks shift first, which responsibilities stay human, and how the role is likely to be redesigned.
Read one guide for a quick answer, then compare nearby roles or move into the tools for a more detailed view.
Start with a familiar job title, then compare it with related work across sectors.
The full list is still here, but it starts collapsed so the page is easier to scan. Open it only when you want to browse the complete library.
A useful job page should not stop at “safe” or “unsafe.” It should show what changes first, what stays human longer, and which capabilities become more valuable as the work is reorganized.
The biggest shift usually happens inside the job before the title disappears.
Repetition, standardization, and low-variance execution often create the strongest automation pressure.
Trust, accountability, negotiation, physical adaptation, and consequence-sensitive judgment often hold roles together.
Start with a familiar job title here, then switch to the tools when you want a clearer read on task mix, workflow design, or sector pressure.