Data & business intelligence
Scattered data and conflicting metrics make decisions harder. We help bring data together, prepare it and improve its quality to answer a specific business question.
When this service is useful
- Reconcile figures from multiple applications or files.
- Reduce manual preparation before reporting.
- Agree on definitions for the metrics your teams track.
Examples of deliverables
These examples illustrate possible deliverables. Scope, required access and acceptance criteria are agreed together for your context.
- Data quality assessment with identified issues and correction priorities.
- Source mapping and documented transformation flows.
- Data model and business metric dictionary.
- Dashboard with validation rules and a user guide.
Dashboard and data quality
Bring useful indicators together and make checks visible before a decision.
Fictional examples Illustrative mockups with synthetic data. Content and scope are defined for your context.
Metrics to define · no actual data displayed
- Completeness
- Freshness
- Consistency
How to approach the project
We start with the decisions to support and the available sources. Work can then focus on data quality, transformation and presentation, with business validation before expanding the scope.
Frequently asked questions
Do we need to replace our current tools?
The need should be assessed first. Improvements to quality, preparation or metric definitions may be possible within existing tools; a new platform is not an automatic prerequisite.
What should we prepare for an initial discussion?
A source inventory, a sample report and the metrics you want to track help clarify the need. Avoid sending personal or confidential data before agreeing on an access framework.
How can we check that a dashboard is reliable?
Totals and calculation rules should be compared with reference sources. Exceptions, update frequency and validation responsibilities should be documented with users.
Let’s clarify your needs
Describe your situation, goals and constraints to prepare an initial discussion.