Case study

EstateIQ — Real Estate Price Prediction

Data-driven property valuation.

RegressionScikit-learnSHAP

−22%

MAE

0.89

R²

Problem

Inconsistent property pricing leads to lost deals and mistrust.

Solution

Regression ensemble using location, features, and market signals with model explainability.

Impact

Significantly tighter pricing accuracy versus rule-based baselines.

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