The call
Resist or Integrate, part by part
This is a managerial unit for people who are accountable for developing others as well as themselves. The real work runs on three fronts: managing work goal development for a team (documenting responsibilities, supporting team members to shape work goals, assessing those goals for alignment and giving feedback, and facilitating access to development opportunities); facilitating the achievement of work priorities (weighing personal, team and organisational demands, using technology to manage the team's priorities, and looking after team health and wellbeing); and maintaining the manager's own professional competence (documenting their own development needs against competency standards, seeking feedback, and undertaking development). It is leadership and self-management work, where the outputs are people who grow and priorities that get met, not documents.
A managerial unit whose heart resists AI and whose scaffolding integrates it. Developing people, coaching team members on their goals, giving feedback, weighing competing priorities and looking after wellbeing are human acts AI does not perform for the manager, and Australian workforce research puts exactly these management and interpersonal tasks among the least automated. The genuine AI seam is narrower: drafting development plans, mapping a skills gap, researching learning options, and using a planning or prioritisation tool, all of which the manager still has to judge and verify. Honest read: a light-to-moderate touch, not a saturated one.
◀ RESIST (show it unaided)
(AI-augmented is the skill) INTEGRATE ▶
Manage work goal development for the teamElement 1
Prioritise competing personal, team and organisational demandsElement 2
Use technology to manage the team's work prioritiesElement 2
Manage team health and wellbeingElement 2
Plan and undertake own professional developmentElement 3
Manage work goal development for the team (Split). Supporting team members to shape their goals, assessing those goals and giving people feedback is interpersonal leadership that resists, and workforce research puts these management tasks among the least automated. The edges integrate: documenting roles against an organisational framework and researching development options is scaffolding AI can draft, with the manager judging the fit.
Prioritise competing personal, team and organisational demands (Resist). Judging what matters across competing team and organisational demands, against real constraints, is the managerial call. AI can draft a triage list, but owning the priority decision and being accountable for it is the skill and has to be shown unaided.
Use technology to manage the team's work priorities (Integrate). This criterion mandates using technology, and AI planning and task-triage tools are its current form, so integrate it in the open. CSIRO shows the gains are real but uneven and the outputs need checking, so assess the manager's judgement over the tool: what they kept, overrode and verified.
Manage team health and wellbeing (Resist). Looking after a team's health and wellbeing is relational and managerial. AI can surface generic techniques but Australian guidance cautions against treating tools as a substitute for human support, so the performance stays a human act.
Plan and undertake own professional development (Split). Drafting a personal development plan and mapping a self skills gap against competency standards is work AI can scaffold, so integrate that with a light check. Seeking feedback from real people and actually undertaking the development are the person's own acts and resist.