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Current sources of data on rental housing - such as the census or commercialdatabases that focus on large apartment complexes - do not reflect recentmarket activity or the full scope of the U.S. rental market. To address thisgap, we collected, cleaned, analyzed, mapped, and visualized 11 millionCraigslist rental housing listings. The data reveal fine-grained spatial andtemporal patterns within and across metropolitan housing markets in the U.S. Wefind some metropolitan areas have only single-digit percentages of listingsbelow fair market rent. Nontraditional sources of volunteered geographicinformation offer planners real-time, local-scale estimates of rent and housingcharacteristics currently lacking in alternative sources, such as census data.

New Insights into Rental Housing Markets across the United States: Web Scraping and Analyzing Craigslist Rental Listings