This site is a library of tools, templates, and experiments I build. I blend business analysis, law, and design thinking into practical tools you can use to learn, make decisions, and navigate complexity.
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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 tools
I focus on creating tools that solve real problems, not just demonstrating technical capability. Every project starts with understanding user pain points and ends with measurable impact.
Release quickly, iterate constantly
Ship early versions to gather real feedback. Perfection is the enemy of progress—better to learn from users than assumptions.
Documentation as a first-class feature
Clear documentation isn't optional. If users can't understand how to use a tool, it doesn't matter how well it works.
Security & ethics by design
Privacy, data protection, and ethical considerations are built in from day one, not added as an afterthought.
Implementation Matrix
I prioritise features based on a simple framework that balances user needs with practical constraints:
User Pain Severity
How much does this problem hurt?
Mission Alignment
Does this serve the core purpose?
Impact vs Effort
What's the return on investment?
User Reach
How many people does this help?
I'm always interested in connecting with people working on learning systems, design thinking, or building tools that help people make better decisions. Whether you want to collaborate, share ideas, or just say hello—reach out.
Reflections on building tools, designing systems, and learning in public. These are working notes—ideas in progress, not polished essays.