profession file · read as its task mix mostly human ground
machine territory 14% moving fast 5% shared ground 41% human ground 41%

// the weekly task mix, weighted, mapped to the exposure scale. Derived, not declared: change the mix and the bar changes. method

Doctor

medicine

Doctors examine patients, weigh symptoms against test results, make diagnoses and treatment decisions, and explain them to patients and colleagues. AI is showing up in clinical notes, dictation, imaging triage and inbox messages, while the examination and the final decision still sit with the doctor.

The exposed part of the week

// tasks in this mix that sit in machine territory or moving fast

The part that gains value

// the shared and human ground in this job's mix

The full mix

// what fills this job's week ( ●●● core · ●● regular · ● occasional )
Analyze●●●
Care●●●
Document●●●
Listen●●●
Cooperate●●
Note●●

Safer ground: build these

// the future skills that shield this particular mix

Ask yourself

Home field

// the dossier(s) behind this profession

Nearby professions