Joon Han | Digital Diagnostics
Behavioral & Exploratory Analysis
A collection of case studies focused on how people, systems, and signals behave before the pattern is fully clear.
These projects examine digital behavior, content signals, and business systems where the analytical work begins with observation, interpretation, and structured questioning.
Behavioral Signals · Exploratory Analysis · Business Interpretation · Digital Systems · Pattern Recognition
Behavioral Audit: The Viral Gap
Focus:
Behavioral Growth · Product Friction · Social Distribution · Comparative Analysis
A behavioral growth audit comparing Spotify Wrapped and Apple Replay to examine how product friction, sharing mechanics, and visibility loops shape social distribution.
Key insight:
Virality was not only about brand strength. Spotify created a lower-friction sharing loop, while Apple Replay introduced more steps, reducing visible participation and limiting distribution efficiency.
Seeing Through the Static
Focus:
Signal vs Noise · Active Recovery · Observation · Mental Clarity
A reflective case study on stepping away from digital overload and rebuilding the ability to notice structure, imbalance, and clarity through active observation.
Key insight:
The environment did not need to change first. The way attention was directed changed, and that made hidden patterns easier to see.
The Pivot Protocol
Focus:
Digital Identity Architecture · Career Transition · Measurement Thinking · Systems Design
A case study on rebuilding a static career profile into a clearer digital identity system, using structured positioning, observable signals, and portfolio architecture.
Key insight:
A resume can describe experience, but a digital system can show how thinking operates. The transition became stronger when it was built as a measurable, observable environment instead of a static narrative.