profession file · read as its task mix mostly human ground
machine territory 5% shared ground 25% human ground 70%

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

Teacher

education

Teachers plan and deliver lessons, manage a classroom of mixed needs, mark work and keep parents informed. AI is arriving through lesson planning, marking support and material generation, and through pupils using it themselves, while classroom presence stays at the core of the job.

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 )

Safer ground: build these

// the future skills that shield this particular mix

Ask yourself

Home field

// the dossier(s) behind this profession

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