Singapore HDB Price Lab
Singapore HDB Property Resale Price Predictor
Use data-driven insights to estimate HDB resale prices instantly. Upload detailed flat information, compare scenarios, and decode the model’s reasoning in seconds.
Model Insights & Key Features
Explore the model’s performance metrics and learn what makes this predictor reliable and explainable.
Predictions delivered
18,420+
Historical runs powered by ensemble regression with refreshed resale datasets.
Median absolute error
< S$20k
Calibrated using 2017–2024 resale transactions across 26 towns.
Forecast latency
~0.7s
Model warm-up ensures sub-second responses after your first prediction.
Core Features
Guided Predictions
Step through key HDB attributes to produce accurate resale value forecasts.
Scenario Planning
Compare different flat configurations side by side before committing to a decision.
Secure History
Save, revisit, and manage past predictions for your clients or personal records.
Plan the entire resale journey with confidence
Capture the essentials, generate a price forecast, and understand the drivers behind it — all within the same streamlined workflow built for Singapore's HDB resale market.
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Upload flat specifics
Town, block model, storey range and lease commencement date feed directly into the trained encoders.
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Generate smart predictions
Gradient boosting ensemble evaluates multiple confidence bands in milliseconds.
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Interpret SHAP insights
Scroll-triggered visualisations show feature contributions, so negotiations stay data-backed.
Guided data entry
Helpful copy and validation keep town, block model, storey range, and lease data consistent before you submit.
Prediction breakdown
Review the predicted price alongside the supporting details that summarise how the model interpreted your inputs.
Comparison metrics
Interactive progress bars highlight how your submission stacks up against model benchmarks.
SHAP insights
Lightbox-enabled visuals surface feature contributions so you can explain each prediction with confidence.
What Professionals Say
Real estate advisors, analysts, and homeowners share how the HDB Price Predictor helps them make better decisions.
“We shaved hours off pricing discussions. Agents walk into viewings with a transparent explanation of how location and storey impact resale value. Clients trust the numbers.”
Jamie Lim
Associate Director, Resale Advisory“The SHAP charts are a game changer. Finance stakeholders finally see which levers matter most before locking in renovation budgets.”
Anita Tan
Lead Business Analyst, Property Tech“It’s surprisingly accurate. I compared the predictions to recent resale listings and the results were within a few thousand dollars. This saves me time shortlisting units for clients.”
Kevin Rahman
Senior Property Consultant“Our data team uses the same model architecture internally for forecasting demand. Having this accessible to agents bridges the gap between analytics and operations.”
Clarissa Wong
Data Scientist, Urban Analytics Lab