Outliers Data & AI Centre™ — data-driven and AI-enabled advantage.
The authoritative, Nigeria-native data & AI knowledge hub for CFOs, CEOs, boards, audit committees, finance and risk leaders, internal auditors, strategy teams, analysts, data scientists, AI governance teams, SMEs and enterprises.
Data & AI governance and analytics frameworks follow globally recognised practice (NIST AI RMF, ISO/IEC 42001, ISO 27001, GDPR-aligned data protection) with Nigerian NDPA / NDPC context layered in, and are adaptable for African and international organisations.
Resource classification legend
- Nigeria-Specific — anchored on Nigerian statute, regulators or filing deadlines (e.g. FIRS, CAC, PENCOM, NDPC, NGX, SEC Nigeria).
- Global-Standard — built on principles recognised internationally (IFRS, COSO, ISO, OECD, GRI, ISSB, TCFD) and adaptable across jurisdictions.
- Nigeria + Global-Standard — combines Nigerian regulatory context with globally recognised principles; ready for African and international adaptation.
Data is the asset. AI is the multiplier. Governance makes both trustworthy.
Vision. To make every serious Nigerian and African organisation data-driven and AI-capable — governing data as a trusted asset and adopting AI responsibly to create measurable value and durable advantage.
Mission. To equip boards, executives and practitioners with the frameworks, assessments, dashboards, learning, certification and advisory needed to govern data, scale analytics, and adopt AI safely — productised so world- class data & AI capability is accessible directly, not locked behind expensive consulting.
Boards and executives need a working operating model — frameworks, assessments, dashboards, certification and advisory — productised so world-class data & AI capability is accessible directly.
Every artefact in this Centre is linked through the Data & AI knowledge graph to its underlying framework, the relevant assessment, the certification pathway and the advisory service that operationalises it.
20 flagship frameworks
Data Governance Framework
Establish enterprise ownership, policy and accountability for data as a managed asset.
Open frameworkData Quality Framework
Measure, improve and sustain the fitness of data for its intended use.
Open frameworkData Management Framework
Provide the end-to-end disciplines to manage data across its lifecycle.
Open frameworkMaster Data Framework
Create single, trusted versions of core business entities.
Open frameworkBusiness Intelligence Framework
Turn governed data into trusted, self-service insight and reporting.
Open frameworkAnalytics Maturity Framework
Advance analytics capability from descriptive to predictive and prescriptive.
Open framework67 resources · 67 downloadable
Data Governance Policy
Data Governance Operating Model
Data Domain & Ownership Register
Data Stewardship Charter
Data Governance Council Terms of Reference
Data Issue Log
One Centre. Eight operating layers.
Diagnose. Govern. Build advantage.
Take the AI Readiness or Data Governance Assessment to set your baseline, then route through the Centre to the framework, certification, academy track and advisory service that closes your binding constraint.