Task exposure is not a forecast that an entire job will disappear.
Redesign depends on the real workflow and people affected.
Sources: International Labour Organization · Reviewed 2026-10-15
AyEye Workforce · State of play
A clearer view. A better next step.
Connect AI to work design, people, capability and responsible change. Follow a route that fits the decisions you actually make.
Reviewed 15 October 2026 · Editorial edition 1.0 · Manually maintained
Stable concepts · A knowledge map
Follow the ideas, not just the headlines.
Select a concept to read its evidence and limits. Lines suggest learning connections, not causality.
A view with its limits attached.
Established describes a bounded principle, not certainty about every system. Emerging practice needs contextual review. Uncertain outcomes need testing. This is an editorial selection, not exhaustive coverage.
Workplace claims need a relevant task, tool and comparison.
Historical findings need local testing before transfer.
Sources: Harvard Business School AI Institute · Reviewed 2026-10-15
Affected people can reveal constraints and consequences that a sponsor misses.
Participation needs meaningful influence, not only communication.
Sources: OECD, Information Commissioner’s Office · UK · Reviewed 2026-10-15
Matching capability also involves preferences, constraints and usable capacity.
A tool purchase does not establish organisational maturity.
Sources: International Labour Organization · Reviewed 2026-10-15
Participation in learning and proficiency at work are different evidence.
Local needs and transfer need observation and feedback.
Sources: OECD · Reviewed 2026-10-15
A workforce pilot should test quality, time and effects on people.
A positive average can conceal unequal effects or hidden checking work.
Sources: HM Treasury · Evaluation Task Force, NIST · Reviewed 2026-10-15
Connect learning to organisational questions.
Explore the workforce maturity wheel → · Find related ideas in the shared topic graph →
Learning tags connect to the nine workforce strands where relevant. They are discovery links, not a maturity assessment.