Service

Analytics & Business Intelligence

Create reporting around reconciled data, agreed metric definitions and operational decisions.

Who this is for

Operations, finance and data teams who need trusted metrics.

A dashboard cannot resolve conflicting definitions or unreliable source records on its own.

Start with the decisions a report must support. Define source ownership, data quality, transformation checks, access and freshness before building dashboards or drawing conclusions.

Discuss data and reporting

Scope and outputs

Use these as a starting point for the engagement. Inclusions, estimates and acceptance criteria are agreed for your project.

Source and metric-definition review

Data quality and reconciliation checks

Reporting and access requirements

Capabilities to scope

  • Custom Dashboards
  • Data Visualization
  • Predictive Analytics
  • Real-Time Reporting
  • Data Warehouse Setup

Tools and timeline

Technology choices depend on fit: Power BI · Tableau · Python · SQL · Apache Spark.

Estimate agreed after source-data review.

A delivery process to agree

  1. 01

    Start with the decision and the KPI definition.

  2. 02

    Map source ownership, data quality, freshness and access.

  3. 03

    Design transformation, reconciliation and lineage checks.

  4. 04

    Review reports with their users and agree ongoing metric ownership.

AI can assist suitable drafting, exploration or repetitive work. The agreed process must retain engineering review, meaningful validation and a responsible release owner. Tool and data permissions are agreed before using project material.

Questions to resolve before starting

  • Which decision will the reporting support?
  • Who can approve the metric definitions?
  • How fresh must the data be, and what is acceptable missing data?

If requirements are still uncertain, start with discovery and scoping.

Discuss a focused software engagement

Tell us the problem, users and constraints. We can discuss whether discovery, a first release or a system improvement is the right next step.

Discuss your project scope