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Data Culture Framework

Build an organisation that values and uses data and AI well.

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

L1
Ad hoc
L2
Basic, siloed
L3
Standardised &
L4
Quantified & integrated
L5
Predictive & embedded

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