2023
Real Estate Analytics — Bangkok Condo Price Forecasting
PythonMachine LearningData AnalyticsReal Estate
ML-powered analytics app for Bangkok condominium investment; forecast price per SQM by area, BTS distance, size, and road access.
Builder
Challenge
Bangkok condo buyers lacked data-driven tools to assess fair value and identify mispriced units.
Implementation
Built an app that ingests condo listings and features (area, distance to BTS, size, nearest road). Trained a model to forecast price per SQM. Surfaces opportunities for investors.
Selected stack
PythonMachine LearningData AnalyticsReal Estate
Outcome
Personally used to purchase a first condo at an estimated 35% discount to market; tool available at realdealbkk.com.