# Online Rental Housing Market Representation and the Digital Reproduction of Urban Inequality

## TL;DR

This paper investigates how online rental listings, specifically on Craigslist, tend to over-represent certain demographics, leading to digital segregation that reinforces existing urban inequalities in access to housing information.

## Contribution

It provides a comprehensive analysis of demographic biases in online rental listings and discusses their implications for urban inequality and housing market transparency.

## Key findings

- Listings over-represent wealthier, whiter, and better-educated communities.
- Most cities' online markets are digitally segregated by race and class.
- Online listings do not evenly represent all market segments.

## Abstract

As the rental housing market moves online, the Internet offers divergent possible futures: either the promise of more-equal access to information for previously marginalized homeseekers, or a reproduction of longstanding information inequalities. Biases in online listings' representativeness could impact different communities' access to housing search information, reinforcing traditional information segregation patterns through a digital divide. They could also circumscribe housing practitioners' and researchers' ability to draw broad market insights from listings to understand rental supply and affordability. This study examines millions of Craigslist rental listings across the US and finds that they spatially concentrate and over-represent whiter, wealthier, and better-educated communities. Other significant demographic differences exist in age, language, college enrollment, rent, poverty rate, and household size. Most cities' online housing markets are digitally segregated by race and class, and we discuss various implications for residential mobility, community legibility, gentrification, housing voucher utilization, and automated monitoring and analytics in the smart cities paradigm. While Craigslist contains valuable crowdsourced data to better understand affordability and available rental supply in real-time, it does not evenly represent all market segments. The Internet promises information democratization, and online listings can reduce housing search costs and increase choice sets. However, technology access/preferences and information channel segregation can concentrate such information-broadcasting benefits in already-advantaged communities, reproducing traditional inequalities and reinforcing residential sorting and segregation dynamics. Technology platforms like Craigslist construct new institutions with the power to shape spatial economies.