BOK Healthcare
Leading the UX/UI for a full-cycle wellness solution that translates complex biometric data into actionable, human-readable insights.
ROLE
UX UI Design Lead
PROJECT
AI-Integrated Wellness Solution
PROJECT OVERVIEW
BOK is a wellness experience design project that translates wearable data (HRV, sleep, stress, etc.) and user dietary logs into human-readable language, providing personalized daily solutions to maintain autonomic balance.
PROBLEM DEFINITION
The autonomic nervous system (ANS) influences every aspect of daily life, including sleep, stress response, digestion, and recovery.
However, users find it difficult to intuitively understand their own ANS state. While existing wellness apps provide metrics such as HRV, sleep, and stress, it remains unclear how this data connects to a user’s current condition or their daily choices.
PAIN POINT (01)
Data is available, but interpreting its significance is difficult.
PAIN POINT (02)
Poor interpretation prevents data from translating into actual behavior.
PAIN POINT (03)
Without clear value, using the app fails to become a consistent routine.
HOW MIGHT WE
How might we design an experience that effectively translates wearable health data into actionable daily behaviors?
SYSTEM ARCHITECTURE
Data-to-Action Pipeline
Contextual Data Ingestion (01)
Beyond simple numbers, this stage captures the context of a user's eating habits and daily routines. This serves as the essential "raw material" that allows data to be translated into actual behavior.
AI-Driven Interpretive Engine (02)
The system uses AI to integrate and analyze complex, fragmented signals. In this process, raw data is transformed into "digestible feedback" that users can easily understand at a glance.
Dynamic Action Generation (03)
Based on the analyzed data, the system creates behavioral guidelines best suited to the user's current status. This is a key step that provides actionable, real-time guidance rather than vague health information.
Continuous Adaptive Loop (04)
The system monitors daily and weekly progress to see if the suggested actions are turning into real habits. Through this loop, the system builds a more refined algorithm that evolves along with the user’s changes.
Autonomic State Feedback UI
Designed a comprehensive scoring system on the main screen that integrates autonomic balance with key health metrics, enabling users to intuitively perceive their real-time condition.
Personalized Diet Recommendation UI
Suggests optimal, personalized meal plans to support autonomic regulation by matching analyzed health data with the user's dietary preferences.
Wearable Data Dashboard UI
Built an integrated dashboard that visualizes complex raw data from wearables, allowing users to monitor trends in key biomarkers — such as sleep, activity levels, and HRV— at a glance.
Periodic Report UI
Issues visualized periodic reports that deeply analyze accumulated health data to provide actionable health insights and allow users to track long-term trends.
CONSTRAINTS & LEARNINGS
Balancing creative vision with practical realities
Technical Feasibility
The importance of aligning design vision with technical infrastructure.
Strategic Design
Gained a deeper understanding of designing for product sustainability within organizational constraints.
Redefining health communication through data and trust
BOK is a project designed to bridge the gap between various user-generated health signals and understandable language through daily routines.
Through this project, I identified the critical importance of maintaining a trustworthy tone in the health domain—where uncertainty often exists—while designing AI interactions that preserve user agency.
