Practice · Data Analytics & AI

Your ledger is data. Treat it that way.

Power BI dashboards, modern data warehouses, ML forecasting and AI copilots — engineered by finance people who actually read the trial balance.

40+
Board dashboards in live production
T+1
Real-time daily P&L for our anchor clients
30%
Forecast error reduction vs. spreadsheet baseline
01 · What we do

Sub-practices.
One accountable senior consultant.

Every Outliers engagement is leadership-led. You get one named senior consultant, one accountable team and one model that travels across the full scope of the practice.

01

Board & Exec Dashboards

Power BI / Looker boards mapped to the metrics the board actually asks about.

02

Finance Data Warehouse

Snowflake / BigQuery / Fabric warehouses with dbt-modelled finance marts.

03

Forecasting & Planning

Driver-based FP&A models, scenario engines and ML-augmented forecasts.

04

Audit Analytics

100% population testing, journal-entry analytics and continuous controls monitoring.

05

AI Copilots

LLM-powered finance copilots for AP automation, contract review and variance commentary.

06

Data Governance

Catalogues, lineage, role-based access and NDPC-aligned data protection.

02 · How we work

A method, not a moodboard.

01

Listen

We sit with the CEO, CFO and board chair to understand the decisions the data must serve.

02

Model

We engineer the warehouse, semantic layer and metrics with versioned dbt models.

03

Ship

We deliver dashboards in 6–8 weeks — not 6–8 quarters — with the business in the loop.

04

Operate

We run the platform, monitor data quality and extend it as new questions emerge.

03 · Who we serve

Built for boards that own the number.

  • CFOs replacing Excel-stitched board packs with a single source of truth
  • Banks, fintechs and insurers needing real-time risk and exposure views
  • Manufacturers tracking unit economics across SKUs, lines and plants
  • Audit committees demanding 100% testing and continuous monitoring
  • PE-backed groups consolidating portfolio reporting across entities
  • NGOs measuring programme outcomes for donors and boards
Gated download

Download: The Outliers Finance Data Maturity Scorecard

A 40-question scorecard that benchmarks your finance data stack against Big-4 reference architectures.

04 · Related insights

Recent thinking from the desk.

All insights
BI

Power BI vs. Looker vs. Fabric for Nigerian finance teams in 2026

11 min
AI

Deploying LLMs inside the finance function — without breaking NDPC

9 min
FP&A

Driver-based forecasting: the 12 drivers that explain 80% of variance

7 min

From trial balance to live dashboard in 8 weeks.

Leadership-led discovery. Fixed-fee build. Production-grade Power BI on day one.