Methodology
Culture model across leadership, literacy, incentives, access and behaviours that drive data-informed decisions.
Components
Leadership & tone; Data literacy; Access & democratisation; Incentives; Decision behaviours; Culture measurement.
Governance
Executive sponsor and HR own; data office enables; measured via survey. L1 Initial L2 Developing L3 Defined L4 Managed L5 Optimised Ad hoc Basic, siloed Standardised & Quantified & integrated Predictive & embedded governed
Maturity levels
Implementation roadmap
Diagnose (assess maturity) → Design (tailor framework & governance) → Build (policies, standards, controls, pipelines) → Embed (training, culture, adoption) → Assure (test, benchmark, re-score).
Deliverables
Framework document, governance & RACI, policy/standard templates, maturity score & roadmap, board reporting pack.
Advisory opportunities
Data-culture diagnostic; Literacy programme; Culture-change programme.
Across the Data & AI ecosystem
Knowledge graph · 3 relations
