What It Does
The Fair Market Rent Predictor provides instant monthly rent estimates for residential properties anywhere in the United States. Simply input a state, ZIP code, and number of bedrooms to receive a data-driven prediction powered by HUD (Housing and Urban Development) fair market rent data.
Who It's For
Real Estate Professionals
Renters & Tenants
Businesses & Analysts
Key Features
✓ Nationwide Coverage - All 50 US states and territories
✓ ZIP Code Precision - Neighborhood-level accuracy
✓ Instant Results - Predictions returned in under 1 second
✓ Simple Inputs - Just 3 data points required
✓ ML-Powered - Boosted tree regression model trained on HUD data
✓ API Access - Easy integration into your applications
Technical Details
Model Type: Boosted Tree Regression (BigQuery ML)
Training Data: HUD Fair Market Rent database
Update Frequency: Model trained on 2026 latest available HUD data
Response Time: < 1 second
Accuracy: Trained on 27 iterations with early stopping for optimal performance