---
title: "Discussion on \"Phase 3B: Modeling Luxury Homes - Handling Outliers and Neighborhood Effects\" | Hashnode"
description: "Discussion on \"Phase 3B: Modeling Luxury Homes - Handling Outliers and Neighborhood Effects\". In real estate, extreme listings, both ultra-luxury and severely underpriced, can disproportionately influence predictions. These outliers, though rare, carry meaningful signals that must be preserved while keeping our model stable and robust.\nIn thi..."
url: "https://hashnode.com/posts/phase-3b-modeling-luxury-homes-handling-outliers-and-neighborhood-effects/68ee7b1f9f59b78bf99b3a61"
---

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# [Phase 3B: Modeling Luxury Homes - Handling Outliers and Neighborhood Effects](https://laurynas-baltrusaitis.hashnode.dev/phase-3b-modeling-luxury-homes-handling-outliers-and-neighborhood-effects?utm_source=hashnode&utm_medium=feed)

In real estate, extreme listings, both ultra-luxury and severely underpriced, can disproportionately influence predictions. These outliers, though rare, carry meaningful signals that must be preserved while keeping our model stable and robust. In thi...

Oct 14, 2025 · 11 min read · laurynas-baltrusaitis.hashnode.dev  
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## Written by

[Laurynas Baltrušaitis](https://hashnode.com/@laurynas26)

@laurynas26 · Amsterdam, Netherlands

  
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Data insights in the wild

I’m a data scientist with 4 years of experience working on real-world machine learning and analytics projects. I enjoy building end-to-end data products and sharing what I learn along the way.

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