Operations dashboard · CheezeA dashboard that drives the financial and operational performance of a network of more than 30 dental clinics
A consolidated view of the network, clinic by clinic and practitioner by practitioner, where manual spreadsheets only gave partial and out-of-date snapshots.
- Client
- The Dental Network SA (Cheeze), a network of more than 30 dental clinics in Switzerland
- Role
- Full-stack developer

The context
A network of more than 30 dental clinics needs to track, in one place and with the same figures, revenue performed and invoiced, discounts granted and each practitioner's performance. Without a dedicated platform, this tracking relied on exports and spreadsheets rebuilt clinic by clinic.
What was done
- 1
Consolidated financial tracking
Net and gross revenue performed and invoiced, compared with the network average, aggregated by clinic and by month, with performance history over several rolling months.
- 2
Discount analysis
Breakdown of discounts granted by role (specialist, dentist, hygienist) and by practitioner, to spot pricing drift before it weighs on margin.
- 3
Managing schedule occupancy
Schedule occupancy compared with full-time equivalents and actual availability, by clinic, to ground hiring and organisation decisions in data.
- 4
Individual practitioner performance
Revenue per open hour and per available hour, target achievement, and appointment indicators per practitioner, for fine-grained management without manual re-entry.
Tech stack
- React
- Python
- MongoDB
What it changes
A single platform where every clinic in the network is managed with the same up-to-date indicators, without rebuilding a spreadsheet at the end of each month.
Concrete results
Dashboard used continuously by the network to manage its activity, with a performance history that grows month after month.
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