Abstract
Media representations of cities shape public perception of them. However, the extent to which these media-driven perceptions subsequently influence individual decisions about where to live has remained underexplored. This study leverages advanced Natural Language Processing (NLP) techniques to capture media coverage of crime and compare it to actual reported crime. We show that variations in media attention to crime across U.S. cities help explain local house price dynamics. Media portrayal of crime explains house price dynamics better than FBI crime rates, although both measures nonetheless complement each other. Our results call for more attention to behavioral and cognitive explanations of urban growth and decline and, methodologically, our approach contributes to the development of “digital urban studies” scholarship.
| Original language | English |
|---|---|
| Journal | Journal of Urban Affairs |
| DOIs | |
| Publication status | E-pub ahead of print - 2 Feb 2026 |
Bibliographical note
Publisher Copyright:© 2026 Urban Affairs Association.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 11 Sustainable Cities and Communities
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SDG 16 Peace, Justice and Strong Institutions
Keywords
- Cities
- housing
- urban
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