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Market Intelligence / Data Analysis / Machine Learning
The method behind the series: 23,808 NAPIC-sourced transacted deals, a gradient-boosted valuation model with a median error of about 12%, and SHAP-based driver analysis — limitations stated plainly.
Market Intelligence / Data Analysis
Every Klang Valley district and locality ranked by median price per square foot — Gombak and KL lead, Port Klang sits near the bottom, and the spread from top to bottom runs 11×. From 23,808 transacted deals.
Market Intelligence / Data Analysis
We analysed 23,808 real industrial transactions across KL and Selangor (2021–2025) and built a valuation model with a median error of about 12%. Here's what actually drives factory and warehouse prices — ranked, in ringgit.