# Representation Gap Dataset 2026

**Public Dataset for Property Representation Analysis**

> **⚠️ Evidence Status:** Measured from observed data
>
> Findings are derived from measured Observatory data and observed AI-mediated property selection behavior.

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**Publication Date**: 2026-01-15
**Authors**: HomeSelf Research
**Institution**: HomeSelf Research Initiative
**Category**: dataset
**Evidence Status**: measured — Measured from observed data
**Version**: 1.0
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## Abstract

The Representation Gap Dataset 2026 provides structured data for reproducible research on property representation and AI selection. Contains attribute coverage, quality scores, and selection outcomes for 10,000 properties.

## Methodology

**Research Type**: empirical observation

Systematic analysis of property records and AI selection outcomes.

**Data Sources**: property records, ai responses

**Sample Size**: 10,000

**Collection Period**: 2025-06-01 to 2025-11-30

**Confidence Level**: high

### Limitations

- Limited to residential real estate
- English-language markets only

## Key Findings

### Dataset enables reproducible analysis of representation-selection relationships.

**Evidence**: Published with full methodology and data dictionary.

**Evidence Status**: measured

**Confidence**: high

**Implications**:

- Open data enables external validation and extension

## AI Summary

### One Sentence

Public dataset with 10,000 property records enabling reproducible research on representation and AI selection.

### One Paragraph

Dataset includes attribute coverage, quality scores, and selection outcomes. Available for research use under open license.

### Key Takeaways

- 10,000 property records
- 50 markets covered
- Open license for research
- Includes data dictionary and methodology

**Target Audience**: researchers, data scientists, academics

**Relevance Tags**: dataset, public_data, reproducible_research

## Citation

```
HomeSelf Research. (2026). Representation Gap Dataset 2026. HomeSelf Research Initiative.
```

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**Links**:
- **Original**: https://homeself.ai/research/representation-gap-dataset-2026
- **JSON-LD**: https://homeself.ai/api/research/representation-gap-dataset-2026.jsonld