profession file · read as its task mix mostly shared ground
moving fast 10% shared ground 75% human ground 15%

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

Marketing manager

communication & pr, sales

Marketing managers plan campaigns, manage budgets and channels, brief creatives and report on what moved the numbers. AI now generates copy, images and ad variants and automates reporting, transforming the production side while strategy, brand judgment and coordination stay with the manager.

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 fields

// the dossier(s) behind this profession

Nearby professions