# Fair Market Rent Predictor

> Predict monthly rent for any US location. Instant estimates based on state, ZIP code, and bedrooms.

## At a glance

- **Publisher:** Spartera
- **Data source:** spartera.com
- **Category:** Real Estate and Rental and Leasing
- **Price:** 0 credits (about $0.00 per request, billed on a successful response)
- **Type:** CALCULATION
- **URL:** https://marketplace.spartera.com/products/fair-market-rent-predictor/a8803a59-765a-4766-a5d4-43e8eadc6477

## Description

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 databaseUpdate Frequency: Model trained on 2026 latest available HUD dataResponse Time: < 1 secondAccuracy: Trained on 27 iterations with early stopping for optimal performance

## Fields

| Field | Type | Required | Description |
| --- | --- | --- | --- |
| State Abbr. | STRING |  | 2 letter state name |
| zip_code | INTEGER |  | 5 letter zip code |
| bedrooms | INTEGER |  | No. of Bedrooms |

## Machine-readable

- Sample data (JSON): https://marketplace.spartera.com/sample/a8803a59-765a-4766-a5d4-43e8eadc6477
- Full page (HTML, with schema.org Dataset markup): https://marketplace.spartera.com/products/fair-market-rent-predictor/a8803a59-765a-4766-a5d4-43e8eadc6477
- Catalog index: https://marketplace.spartera.com/llms.txt
- Product sitemap: https://marketplace.spartera.com/server-sitemap.xml

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Published by Spartera on the Spartera Analytics Marketplace. Licensed under https://marketplace.spartera.com/terms.