Product    Lab Online Booking is a healthcare scheduling platform.
Role          UI/UX Designer — dashboard design for data visualization
Timeline    40 days from request alignment to final version design
Industry
    Healthcare | Provincial Scale Platform: Web (staff-facing internal tool)
PROJECT OVERVIEW
Lab Online Booking is a provincial healthcare scheduling platform operating across British Columbia — serving major health authorities including Vancouver Coastal Health, Fraser Health, Providence Health Care, Interior Health, and Island Health. The platform has processed over 3.6M bookings and supports 900 patients per week across 70 clinics.
I joined as a UI/UX Designer contributing to the analytics layer of this platform — a staff-facing dashboard designed to give healthcare administrators real-time visibility into booking patterns and clinic load.

Real-Time Patient Flow Optimization Engine

THE PROBLEM
Staff across 70+ healthcare facilities had no built-in way to monitor appointment flow. The only option was manually exporting raw data and seeking external analysis — a process that was slow, error-prone, and completely unusable during high-demand periods like flu season. Decisions about staffing and scheduling were being made reactively, often too late.
What I Did
I redesigned the dashboard experience from the ground up — reorganizing information hierarchy to surface what staff actually needed first: current occupancy, weekly load trends, and capacity forecasts by lab location. I designed data visualization components that translated complex booking data into digestible patterns for non-technical clinical staff, and explored AI-assisted forecasting concepts to help administrators anticipate surges before they happened. Accessibility and clarity for diverse staff groups guided every decision.
Requirements / Pain Points
Healthcare staff struggled to manage and prioritize appointments efficiently.
Dashboards were overloaded with information and lacked clarity.
Seasonal peaks (e.g., flu season) made staffing unpredictable.
Limited predictive capabilities to forecast appointment surges.
Health Authority Clients
UX Approach
Focused on improving dashboard clarity and data visualization.
Explored ways to integrate AI-driven features to predict patient load.
Balanced usability for non-technical staff with robust functionality for admins.
UX Actions Taken
Reorganized dashboard layouts to surface the most critical information first.
Designed data visualization prototypes to illustrate seasonal patient trends.
Created workflows that highlight urgent cases and flag staff allocation needs.
Explored AI-assisted suggestions for appointment scheduling and overload prediction.
Considered accessibility standards to ensure clarity for diverse staff groups.
Staff Dashboard Wireframes to Illustrate the UI - staff dashboard upgrade 2024
Lab Capacity Overview
Lab Capacity Overview
Labs Current Occupancy
Labs Current Occupancy
Occupancy view by Week
Occupancy view by Week
dashboard evolution - 2021/2024/2026
2020 - no dashboard: Staff had to download CSV files
2020 - no dashboard: Staff had to download CSV files
2024 - Booking overview dashboard with simple data extracted.
2024 - Booking overview dashboard with simple data extracted.
2026 (on going project): Forecast with volume, prediction and recommendations.
2026 (on going project): Forecast with volume, prediction and recommendations.
Impact
The redesigned dashboard was deployed across 70 clinics serving Fraser Health, Vancouver Coastal Health, Vancouver General Hospital, and Provincial Health — enabling same-day operational decisions for the first time without requiring data exports or external analysis.
Conclusion
Through improved dashboard organization and predictive design concepts, the system could reduce appointment bottlenecks, decrease average patient wait times, and improve staff scheduling efficiency. Even without measured data yet, the redesigned experience aimed to enhance operational efficiency, resource planning accuracy, and user satisfaction.

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