profession file · read as its task mix mostly human ground
machine territory 20% shared ground 35% human ground 45%

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

Social worker

social work

Social workers assess families and individuals in difficulty, coordinate support across agencies, and carry heavy caseloads of visits and reports. AI is landing in the paperwork first, case notes, report drafting and records, while home visits and hard conversations stay face to face.

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 )
Care●●●
Document●●●
Listen●●●
Cooperate●●
Protect●●
Note

Safer ground: build these

// the future skills that shield this particular mix

Ask yourself

Home field

// the dossier(s) behind this profession