Start with the channel change
Write 5–10 recurring tasks, not a job title. Use verbs: reconcile, interview, inspect, explain, coordinate, draft, decide.
Open the companion tool →Why this matters
This is not a prediction of whether a person will keep a job. It is a structured conversation starter for a worker, manager, or mentor. The output is strongest when it leads to evidence: a new work sample, a better process, a training request, or a conversation about responsibility.
The map uses transparent task lanes so the reader can disagree with a placement and edit it. A model’s general statement about “AI exposure” should never outrank the details of the actual work.
The protocol
- Write 5–10 recurring tasks, not a job title. Use verbs: reconcile, interview, inspect, explain, coordinate, draft, decide.
- Mark what makes each task valuable: context, human trust, accountability, physical environment, repeatable production, or tool fluency. Several can apply.
- Choose one task to redesign with AI assistance and one human-centered skill to deepen. Define what good work and responsible review look like.
- Set a 30-day review with evidence. Re-run the map when the tool, workflow, or responsibility changes; do not treat one reading as a permanent forecast.
The result is a next move, not a risk score
A useful map names the task, the reason it belongs in a lane, the human responsibility that remains, and one experiment. It should leave you with something to test or discuss, not a number that pretends to know the future.
Limit first: This is not career advice, a layoff forecast, or a guarantee about employment. It does not know your employer’s plans or evaluate a person’s worth. A career counselor, manager, union, or worker-rights adviser may add context.
Build your skill compounding self audit →One human next step
Bring one task map and one evidence-backed experiment to a manager, mentor, worker representative, or career service — whichever is appropriate to your situation.
Research log and safety checks
AI-assist path: not used for a labor-market forecast. The map is intentionally editable and source-aware; a generic model prediction would create false precision. §6.10: not a frontier-pace topic.
§0.5 protection result: category is job-skill-disruption; crisis-adjacent: no; fear/urgency/scarcity toolkit used: no. The protective function is free and the paid feature is convenience only.