Practical tools for complex environments
I explore how people learn, build, and make sense of complexity. My work blends business analysis, law and design thinking into tools that enable learning, decision-making, and growth.
A space for tools, experiments, and insights on learning and systems.
50+ Chart Portfolio
Explore visualisation tools designed to transform complex data into clear insights
Quantitative
Statistical analysis & trends
17 chartsQualitative
Proportions & compositions
11 chartsRelationship
Connections & flows
13 chartsSpatial
Geographic distributions
3 chartsOthers
Specialised visualisations
9 chartsInteractive
Explore & compare
All chartsLearning through making
Each project begins by finding the friction behind complex work — the points where systems fail people. I rebuild them into clear, dependable tools that make process easier and decisions faster. 👉 Swipe to explore toolsMove your mouse to the edges to navigate • Click any tool to explore
HabStride
AI-powered habit and learning planner turning curiosity into measurable growth.
In Development
3 new tools and experiments in the pipeline. From learning systems to design frameworks.
Principles, process, and flexible execution
Real-world development requires balancing speed, quality, and team dynamics. Here's how I approach building tools that ship and scale.
Release quickly and iteratively
Embrace agility by shipping simple versions early, testing to understand user needs, and improving based on feedback.
Documentation and retrospectives
Conduct scheduled retrospectives, document lessons learnt, and refine processes to improve effectiveness and efficiency.
Security and ethics
Maintain compliance with legal requirements and uphold ethical considerations in all decisions.
Implementation Prioritisation Matrix (MVP Metrics)
When deciding what to build next, I evaluate features across four key dimensions to ensure we're building the right thing at the right time.
User pain severity
How much frustration or difficulty does this cause users in their workflow?
Mission alignment
Does solving this advance our core purpose of helping users succeed?
Impact vs effort
Can we significantly improve user experience with reasonable development time?
User reach
How many users experience this pain point and how frequently?
Learning by building clarity
I combine law, product strategy, and UX design to create tools and frameworks that help people learn, decide, and build with intent. My focus is on understanding how systems enable — how structure sets learning and sustainable improvement.
Notes from practice
Thoughts and frameworks on learning, clarity, and design.