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Greener the safer? Effects of urban green space on community safety and perception of safety using satellite and street view imagery data

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  • He, Qian
  • Wu, Ling
  • Lee, Claire Seungeun
  • Zhu, Chunwu
  • Bai, Weishan
  • Guo, Weichen
  • Ye, Xinyue

Abstract

This study explores the link between urban green spaces, street crime, and safety perception through environmental criminology and big data analytics. While past research highlights green space benefits, findings on its relationship with crime remain inconclusive. Using satellite and Google Street View imagery, we develop a fine-scale urban green index and measure safety perception. A neighborhood disadvantage index, derived through principal component analysis of socio-economic factors, further informs our analysis. Geographically Weighted Regression results reveal that urban green spaces are significantly associated with reduced street crime and stronger perceptions of safety, even when controlling for other factors. These findings highlight the potential of urban green spaces to enhance community safety and foster a sense of security in public spaces, offering critical insights for urban planning and policy development.

Suggested Citation

  • He, Qian & Wu, Ling & Lee, Claire Seungeun & Zhu, Chunwu & Bai, Weishan & Guo, Weichen & Ye, Xinyue, 2025. "Greener the safer? Effects of urban green space on community safety and perception of safety using satellite and street view imagery data," Journal of Criminal Justice, Elsevier, vol. 97(C).
    • Handle: RePEc:eee:jcjust:v:97:y:2025:i:c:s0047235225000212
    DOI: 10.1016/j.jcrimjus.2025.102372
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    References listed on IDEAS

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    1. van den Berg, Agnes E. & Maas, Jolanda & Verheij, Robert A. & Groenewegen, Peter P., 2010. "Green space as a buffer between stressful life events and health," Social Science & Medicine, Elsevier, vol. 70(8), pages 1203-1210, April.
    2. Wu, Chao & Du, Yihao & Li, Sheng & Liu, Pengyu & Ye, Xinyue, 2022. "Does visual contact with green space impact housing pricesʔ An integrated approach of machine learning and hedonic modeling based on the perception of green space," Land Use Policy, Elsevier, vol. 115(C).
    3. Martin Salm & Ben Vollaard, 2021. "The Dynamics of Crime Risk Perceptions," American Law and Economics Review, American Law and Economics Association, vol. 23(2), pages 520-561.
    4. Tao Hu & Han Yue & Changzhen Wang & Bing She & Xinyue Ye & Regina Liu & Xinyan Zhu & Weihe Wendy Guan & Shuming Bao, 2020. "Racial Segregation, Testing Site Access, and COVID-19 Incidence Rate in Massachusetts, USA," IJERPH, MDPI, vol. 17(24), pages 1-18, December.
    5. Simiao Chen & Michael Kuhn & Klaus Prettner & David E Bloom, 2018. "The macroeconomic burden of noncommunicable diseases in the United States: Estimates and projections," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-14, November.
    6. Yang Song & Huan Ning & Xinyue Ye & Divya Chandana & Shaohua Wang, 2022. "Analyze the usage of urban greenways through social media images and computer vision," Environment and Planning B, , vol. 49(6), pages 1682-1696, July.
    7. Viniece Jennings & Omoshalewa Bamkole, 2019. "The Relationship between Social Cohesion and Urban Green Space: An Avenue for Health Promotion," IJERPH, MDPI, vol. 16(3), pages 1-14, February.
    8. Kim, Young-An & Hipp, John R., 2021. "Density, diversity, and design: Three measures of the built environment and the spatial patterns of crime in street segments," Journal of Criminal Justice, Elsevier, vol. 77(C).
    Full references (including those not matched with items on IDEAS)

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