Business Situation
The problem before automation.
- Management reports were available, but not easy to explore.
- Stakeholders needed KPI trends, comparisons and exception visibility.
- Data required cleanup before it could support reliable visuals.
- The dashboard needed to be professional, readable and useful for decisions.
Solution approach.
- Prepared a clean reporting model with defined measures and dimensions.
- Created KPI cards, trend visuals, category breakdowns and drill-friendly views.
- Improved dashboard layout for management-level review.
- Designed the report so it could grow with future data sources.
Business result.
- Improved KPI visibility for decision makers.
- Reduced time spent preparing manual report summaries.
- Created a cleaner reporting base for recurring review.
- Supported future enhancements through structured data modelling.