Data & Analytics Research
Research on the practical state of data, analytics and applied AI in Nigerian institutions — what is being built, what is working, what is not, and where the gap between vendor narrative and operating reality actually sits.
An evidence-based account of how data, analytics and AI are reshaping Nigerian institutions — written for the executives accountable for the outcomes.
- Data governance and quality
- Analytics and BI maturity
- Applied AI in finance, risk and operations
- Model risk and AI governance
- Data infrastructure and cloud
- Talent, organisation and ROI
Data & Analytics Research is published when the work warrants it.
In line with our research and editorial standards, the Data & Analytics Research division publishes a study only when it has passed independent review and sign-off. No placeholder studies, no fictional reports, no sample issues. Subscribe below to receive each release the moment it is published.
Subscribe to Data & Analytics ResearchHow data & analytics research is conducted.
Studies in this division typically rely on the following methods. Each individual study discloses the exact methodology it uses, and links to the full framework under Standards & Methodology.
Primary data collection
Surveys, structured interviews and field observation conducted by Outliers research staff. Sampling frames, instruments and response rates are disclosed on every study that relies on primary data.
Case method
In-depth examination of named or anonymised institutions, with triangulation across published filings, public statements, sector data and (where granted) interviews — used to surface mechanism, not to confirm priors.
Comparative analysis
Cross-country, cross-sector or longitudinal comparison against documented benchmarks. Comparator selection, definitions and adjustments are stated in full.
Internal peer review
Every study is reviewed by at least one senior practitioner outside the authoring team against the editorial policy and quality assurance framework before publication.
Three desks. Three signals.
Choose the briefings your role needs — or subscribe to all three. Every newsletter is expert-reviewed and NDPA 2023 compliant.
The Outlier Brief
Inflation, FX, MPR, fiscal & macro signals for Nigerian boards.
SubscribeThe Compliance Watch
NRS, CAC, FRC, SEC, NDPC and CBN updates — distilled.
SubscribeCFO Insights
IFRS, dashboards, AI for finance and the CFO toolkit.
SubscribeThe Outlier Brief.
Inflation, FX, MPR, fiscal & macro signals for Nigerian boards.
The Compliance Watch.
NRS, CAC, FRC, SEC, NDPC and CBN updates — distilled.
CFO Insights.
IFRS, dashboards, AI for finance and the CFO toolkit.
Explore the rest of the Institute
Economic Research
Macroeconomic analysis, monetary and fiscal interpretation, and quarterly Nigerian growth assessment.
Policy Research
Independent analysis of Nigerian fiscal, tax, regulatory and economic reform policy.
Business Research
Operating performance, capital structure and management practice across Nigerian enterprise.
Governance Research
Board effectiveness, disclosure quality and the state of Nigerian corporate governance.
Sector Research
Industry-level analysis across financial services, energy, manufacturing, telecoms, agriculture and consumer.