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Dashboards & reporting

Multi-store franchise reporting

A 22-store franchise was consolidating store sales, stock, and operating data by hand. Reporting was slow, comparisons across locations were difficult, and each refresh depended on rebuilding the same files.

Client work · anonymizedExcelPower QueryReporting dashboard

The reporting challenge

The source data reflected the realities of a multi-site operation: store-level sales, stock, and operating information needed to be combined before management could compare performance. A manual consolidation process made the reporting slow and increased the risk of inconsistent treatment between locations.

The priority was not another layer of charts. It was a repeatable reporting view with agreed source handling, consistent location comparisons, and a refresh process the team could understand.

  • Consolidate store-level data into a common reporting structure
  • Create one view across 22 locations
  • Make refreshes repeatable instead of rebuilt by hand
  • Keep the reporting process understandable and auditable

The reporting approach

The reporting pack combined Excel, Power Query, and a reporting dashboard. Power Query supported the preparation and consolidation of store data, while the final dashboard provided the comparison view across locations.

The work focused on making the source-to-report path explicit so the team could refresh the reporting and explain how the totals were produced.

The outcome

The delivered result was one reporting view across 22 locations with a repeatable refresh process. Client identity remains withheld.

Confirmed outcome

One reporting view across 22 locations, with a repeatable refresh process.

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