Notes

Essays, frameworks, and working notes.

Short pieces on housing markets, systems thinking, analytical infrastructure, and the discipline behind evidence-based decision-making.

Essays & notes

3 notes

15 Oct 2026

Behind the Numbers: My Research in The Business Times' Front-Cover Property Feature

How a question from managing my family's property portfolio grew into a study of more than 630,000 transactions, and the unexpected patterns I'm investigating next.

Real Estate
Independent Research
The Business Times

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A model condominium held beside a larger property development model — Image: The Business Times / SPH Media

21 Nov 2025

Reading Singapore's Housing Market with Data

Questions I use to connect a market explanation with observations that could support or challenge it.

Real Estate
Market Intelligence
Singapore
Forecasting

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Illustration for a post on reading Singapore's housing market with data

24 Oct 2025

Building Early-Warning Compliance Dashboards

How I organise records, ownership, and exception checks in a compliance-monitoring workflow.

Compliance
Dashboards
Operations
Systems Thinking

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Illustration for a post on building early-warning compliance systems