4-page Power BI commercial review by manjiri 4-page Power BI commercial review by manjiri

4-page Power BI commercial review

manjiri

manjiri

4-page Power BI commercial review of 60 UK coffee stores, built for a Chief Commercial Officer’s site-selection and loyalty decisions.
Highlights
Found London to be the weakest region: 8.5% net margin vs 18.8% estate average
Showed staffing cost, not rent, separates strong stores from weak ones (correlation −0.75 vs −0.35)
Proved the loyalty programme had no measurable uplift (£7.47 vs £7.49 per transaction)
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Posted Oct 29, 2026

4-page Power BI commercial review of 60 UK coffee stores, built for a Chief Commercial Officer’s site-selection and loyalty decisions. Highlights Found Londo...