The fictional client situation
Business context
Granite Facilities Group prepares monthly operational reporting for several business units. Data comes from spreadsheets, CSV exports and a small line-of-business system. Each team interprets categories slightly differently, which creates disputes over totals and delays sign-off.
Typical problems
- Manual cut-and-paste reporting every month.
- Repeated cleaning of the same source files.
- Location and team names are not standardised.
- KPIs are recalculated in different ways by different users.
- Little visibility of records driving underperformance.
