Insights on Data & AI

I write about data strategy, machine learning, generative AI, and the business of turning data into decisions. Each article is practical, actionable, and drawn from real client engagements.

Tokyo Pulse: Turning Population Data into Living Art

How I transformed dry census data from Tokyo's 23 wards into an interactive, breathing artwork that reveals the hidden rhythms of one of the world's greatest cities.

How F1 Teams Process 1.1 Million Data Points Per Second

Inside the data engineering behind Formula 1 telemetry — from 300 sensors per car to real-time pit strategy. A breakdown of the streaming architectures that power modern motorsport.

What I Learned at Entrepreneur First — And Why I'm Looking for My Next Co-Founder

Lessons from the Entrepreneur First startup accelerator in Hong Kong. What it's really like to find a co-founder, validate AI SaaS startup ideas, and go from zero to one — and why I'm ready to do it again.

How to Design an Analytics Pipeline for a Growing SaaS

The analytics infrastructure that scales from 100 to 100,000 customers — event collection, data warehouse, transformation, and BI for SaaS product teams.

How to Build a Data Strategy That Actually Drives Business Growth

A practical guide to building an effective data strategy. Learn how to align data infrastructure, governance, and analytics with business goals to unlock measurable value from your data assets.

Building a Customer Churn Prediction Model with XGBoost

An end-to-end case study on predicting customer churn for a subscription business — from feature engineering and model training to deploying actionable retention dashboards.