Launching a real-time dashboard that won an EU customer

89% faster

access to critical data

60%

adoption rate

New user type

unlocked for the product – the admins

DOMAIN

Healthcare

YEAR

2023

MY ROLE

Product Designer

TEAM

PM, PO, 2 x Developers, 2 x Data Engineers

RDx by Topcon is a web platform for eye-care professionals. It helps optical clinics and retailers manage patient care efficiently.

Challenge

Limited visibility into store and doctor performance

Store managers lacked a clear, centralized view of how their stores and doctors were performing. They had to manually generate multiple reports – for individual stores, specific doctors, or patient volumes – and review activity logs. The data was scattered across different sources, making it difficult for managers to monitor operations, identify issues, and make informed decisions.

Insights buried in daunting reports

Although the platform generated detailed reports, the information was difficult to access and even harder to interpret. Some reports were only available as CSV files, making them more suitable for machines than for humans. Managers struggled to quickly extract meaningful insights, such as exam performance, appointment duration, patient flow, or operational bottlenecks.

Approach

Validation

I conducted customer interviews with store managers and discovered that existing reports were rarely used as intended. When managers did access them, they extracted only specific data points and transferred them into large Excel spreadsheets to create their own reporting workflows.

The Excel sheets customers were using

Key insights:

  • No real-time visibility: Managers could not monitor store or remote doctor performance as it happened. By the time issues surfaced in reports, the opportunity to respond had often passed.

  • Data without interpretation: Managers needed synthesized insights, not raw numbers, to quickly understand performance and identify risks.

  • Workarounds signaled unmet needs: By exporting data into Excel and building their own reports, managers demonstrated that the available tools were informative but not actionable.

No need for more reports

Research showed that adding more reports wouldn’t solve the core issue. Managers didn’t need more data. They needed a faster way to understand and act on it.

The struggle wasn't the lack of data, but the lack of clarity

From reports to real-time insights

How might we help managers turn large volumes of data into simple, real-time insights? This reframing shifted the focus from expanding reports to enabling better decision-making.

After sharing these insights with the product manager and engineering lead, we aligned on building a flexible, customizable dashboard from scratch that transforms raw data into clear, actionable visibility. I partnered closely with engineers early on to understand technical constraints and ensure the solution balanced feasibility with user needs.

Design principles: creating clarity in complex data

Before designing the dashboard, we defined a set of principles to guide our decisions and maintain focus:

  • Prioritize immediacy over history: Since the data is refreshed within 24 hours, we focused on real-time visibility rather than historical trends, while leaving room to expand into longer-term insights later.

  • Enable flexibility: Managers needed the ability to filter, sort, and drill into data, but the experience had to remain intuitive and easy to navigate.

  • Simplify by design: Complex data should not result in complex interfaces. The goal was to surface insights clearly and reduce cognitive load.

To measure success, we aligned on a single primary outcome – significantly reducing the time managers take to access key metrics.

Prioritizing what matters most

To ensure the dashboard supported fast, informed decisions, I worked with stakeholders to identify which metrics carried the most operational value and how they related to one another. I prioritized data that signaled performance risks and required timely action (such as the longest exam wait times and the number of available doctors per state) and elevated these metrics as primary focus points on the dashboard.

Show the prioritized data boxes

Shaping navigation around user behavior

To make complex operational data easier to explore, I evaluated multiple navigation models that help managers quickly move from high-level insights to detailed performance.

Option 1: Funnel navigation

This is a linear flow that guided users from a high-level heatmap into states, to stores, and to individual doctors. However, it assumed a sequential investigation pattern that didn’t always match real-world behavior.

Guided flow

Option 2: Center-to-sides navigation

This option prioritized flexibility. Managers began with an overview and could immediately drill down to states, stores, or doctors based on what required attention, moving freely between levels with filtering and sorting. Here, I also brought doctors’ performance closer to the state view, reducing the number of steps to access critical metrics.

Flexible drill-down

Linear navigation felt restrictive

Usability testing showed that users rarely followed a guided flow. They ignored the heatmap, focused on performance tables, and filtered and sorted a lot.

The architecture needed to enable flexibility, not control it

Managers don’t analyze operational data in a fixed order, but move dynamically between levels as issues emerge. We selected the center-to-sides model because it aligns with real behavior, empowering users to explore data freely and investigate problems more quickly.

Focusing the MVP for Maximum Impact / Deciding What Not to Build

To deliver value quickly without overwhelming users, we made deliberate scope decisions for the initial release.

We prioritized real-time operational visibility over historical analysis, choosing not to invest in trends or advanced data visualization at this stage

Since the data is refreshed within 24 hours, immediate clarity is more critical than long-term pattern tracking. This focus allowed us to simplify the experience and launch faster while solving the most urgent user need.

We intentionally left room to evolve the dashboard by integrating historical data in the future, expanding it from a real-time monitoring tool into a more comprehensive insights platform.

The overview

State overview

Store overview

Reviewing doctor performance, made simple

Store overview

Results

🚀
89% faster access to critical data

🖥️
A go-to tool in daily operations

The dashboard reduced completion time in a key scenario by 89%, far exceeding our original success criteria. What once required manual data extraction can now be understood in seconds, enabling faster operational decisions.

⚙️
Embedded in daily operations

🖥️
A go-to tool in daily operations

With 60% adoption rate, the dashboard became a go-to tool for store managers. They were spending less time in their Excel sheets and more on our dashboard.

🤓
From a tool to a management platform

🖥️
A go-to tool in daily operations

The dashboard enhanced performance visibility at an organizational level, leading to the introduction of a new admin user type. This expanded the product’s reach beyond store managers, positioning it as a strategic management tool.

🤝🏻
Winning a new customer

🏆
Winning a new customer

The platform became our key selling factor. We gained a new EU customer, and, as they later told us, they chose our product over competitors only because of the dashboard functionality.

The walkthrough

I've appreciated the understanding and support Dasha has shown within each project she's been involved in. Her dedication shines through as we worked together on the journey within the Topcon software platforms. 

Michelle Grillo

Director of Retail Operations, National Vision (client)

Director of Retail Operations, National Vision (client)

Dasha consistently created intuitive and aesthetically pleasing interfaces that contributed to the success of our projects. What I particularly appreciate about Dasha is her reliability and collaborative nature. She listens attentively, incorporates feedback smoothly, and brings ideas to every project.

Maija Mäkinen

Domain Specialist & Optometrist, Topcon Healthcare

Domain Specialist & Optometrist, Topcon Healthcare

© Dasha Karpov 2026. All rights reserved.

© Dasha Karpov 2026. All rights reserved.

© Dasha Karpov 2026. All rights reserved.