THE SHORT ANSWER
AI acts on particular tasks or parts of tasks. It may automate, assist or transform them while other responsibilities remain human-led and new work appears. Assess task conditions and accountability before drawing conclusions about a job.
Job, task, skill and capability are different
| Unit | Meaning |
|---|---|
| Job | A role combining responsibilities, tasks, relationships and outcomes |
| Task | A defined piece of work with an input and expected output |
| Skill | Learned proficiency used to perform tasks |
| Capability | Ability to produce an outcome across changing conditions |
A task can be automated, assisted, transformed or retained
Drafting a routine status summary may be assisted. Moving approved information between systems may be automated. Client discovery may be transformed by AI preparation while the conversation stays human-led. A consequential approval may remain assigned to a person.
These labels describe a proposed design. They must be tested against real exceptions, permissions and quality requirements.
Task exposure does not settle the fate of a job
ILO research scores task exposure within occupations and finds substantial variation. Even highly exposed occupations contain work that is difficult to automate fully, while less-exposed roles can still change through new tools, expectations or adjacent tasks.
Ask which task changes and who owns the result. ‘Will this job disappear?’ compresses too many operational and economic choices into one yes-or-no answer.
Evidence & context: International Labour Organization and NASK
Move from headline to task inventory
- Write recurring tasks as verb + object + outcome.
- Record frequency, variation, consequence and sensitive data.
- Identify judgment, context and human interaction required.
- Classify a next test as automate, augment, keep human or redesign.
- Review how the role's responsibilities change after the test.
Continue with the practical job task audit.
Sources & further reading
- Generative AI and Jobs: A Refined Global Index of Occupational Exposure
International Labour Organization and NASK. A 2025 working paper combining task-level data for nearly 30,000 occupational tasks, expert validation, model-assisted scoring and harmonized employment data. Exposure indicates potential task transformation; it is not a forecast that a job will disappear.
- Skills in the AI Age
OECD. A 2026 synthesis of cross-country evidence on AI adoption, task change and complementary skills. Country, sector and firm differences mean its findings do not produce one universal skills ranking.
Examples and exercises are illustrative unless attributed to a source. No independent expert review is claimed.
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