Workforce AI Capability Index
Study practical AI capability across leaders, managers, business users, technical teams and governance functions.
Measurement dimensions
AI literacy
Measured through defined indicators rather than a single unsupported score.
Role-based capability
Measured through defined indicators rather than a single unsupported score.
Safe usage
Measured through defined indicators rather than a single unsupported score.
Manager enablement
Measured through defined indicators rather than a single unsupported score.
Technical depth
Measured through defined indicators rather than a single unsupported score.
Governance understanding
Measured through defined indicators rather than a single unsupported score.
Research design principles
How organisations can participate
Organisations may be invited to contribute structured assessment data, interviews or evidence under an agreed research and privacy framework. Participation should not imply endorsement or commercial relationship.