Methodology

Each occupation gets one of four status levels. A level needs at least one cited source. A page without verified sources is marked Draft.

Replaced

AI performs the core work of this occupation end to end, and employers have stopped hiring humans for it at meaningful scale.

Partially replaced

AI performs a large share of the tasks, and demand for human workers has measurably fallen, but humans still do part of the job.

Augmented

AI is in common use, but it mainly makes human workers faster. Headcount has not fallen because of it.

Not yet

AI does none of the core work in everyday practice, or does it only in small pilots.

Confidence

Confidence says how well the cited sources support the status. It is separate from the status itself.

Low. The evidence is thin, mixed, or comes mostly from the companies involved. The status could reasonably be argued the other way.

The evidence is thin, mixed, or comes mostly from the companies involved. The status could reasonably be argued the other way.

Medium. Several independent sources point the same way, but each covers only a slice of the occupation, or a gap remains.

Several independent sources point the same way, but each covers only a slice of the occupation, or a gap remains.

High. Strong, consistent evidence from independent sources that cover the occupation as a whole.

Strong, consistent evidence from independent sources that cover the occupation as a whole.