Which communities have better accessibility to green space? An investigation into environmental inequality using big data

•A real-time navigation route measurement based on Amap application programming interface was developed to measure green space accessibility.•Central and peri-urban areas diverged in green space accessibility.•Within the inner and middle ring roads, the wealthier the communities, the better green sp...

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Published inLandscape and urban planning Vol. 204; p. 103919
Main Authors Chen, Yang, Yue, Wenze, La Rosa, Daniele
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.12.2020
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Abstract •A real-time navigation route measurement based on Amap application programming interface was developed to measure green space accessibility.•Central and peri-urban areas diverged in green space accessibility.•Within the inner and middle ring roads, the wealthier the communities, the better green space accessibility.•Shanghai’s spatial reconstructing affected the inequality of green space accessibility.•Inequality may be associated with gentrification process driven by greening strategies. Green space accessibility is widely acknowledged as a crucial aspect of a livable environment and human well-being. Whether green space accessibility is equitable among communities is increasingly considered as an issue of environmental justice. Therefore, this study focuses on the possible environmental inequality of green space accessibility that can be found among residential communities in the context of Chinese booming housing market. The case study of Shanghai, China was conducted with the use of big data. A real-time navigation route measurement based on Amap application programming interface (AAPI) was developed to calculate green space accessibility, and housing price was used to indicate dwellers’ socioeconomic status. Bivariate Moran’s I, multiple regression, and spatial lag regression were adopted to explore inequality of green space accessibility among residential communities. The results reveal a spatial inequality of green space accessibility between communities in central portion of the city and those in peri-urban areas. We further found a spatial mismatch between green space accessibility and housing price. Environmental inequality is evident within the inner and middle ring road wherein wealthier communities benefit more from green space accessibility than disadvantaged communities. We attribute these findings to spatial restructuring and green gentrification process in Shanghai. The findings can inform planners and policymakers to determine where and how to implement greening strategies and to gain awareness to prevent environmental inequality.
AbstractList Green space accessibility is widely acknowledged as a crucial aspect of a livable environment and human well-being. Whether green space accessibility is equitable among communities is increasingly considered as an issue of environmental justice. Therefore, this study focuses on the possible environmental inequality of green space accessibility that can be found among residential communities in the context of Chinese booming housing market. The case study of Shanghai, China was conducted with the use of big data. A real-time navigation route measurement based on Amap application programming interface (AAPI) was developed to calculate green space accessibility, and housing price was used to indicate dwellers’ socioeconomic status. Bivariate Moran’s I, multiple regression, and spatial lag regression were adopted to explore inequality of green space accessibility among residential communities. The results reveal a spatial inequality of green space accessibility between communities in central portion of the city and those in peri-urban areas. We further found a spatial mismatch between green space accessibility and housing price. Environmental inequality is evident within the inner and middle ring road wherein wealthier communities benefit more from green space accessibility than disadvantaged communities. We attribute these findings to spatial restructuring and green gentrification process in Shanghai. The findings can inform planners and policymakers to determine where and how to implement greening strategies and to gain awareness to prevent environmental inequality.
•A real-time navigation route measurement based on Amap application programming interface was developed to measure green space accessibility.•Central and peri-urban areas diverged in green space accessibility.•Within the inner and middle ring roads, the wealthier the communities, the better green space accessibility.•Shanghai’s spatial reconstructing affected the inequality of green space accessibility.•Inequality may be associated with gentrification process driven by greening strategies. Green space accessibility is widely acknowledged as a crucial aspect of a livable environment and human well-being. Whether green space accessibility is equitable among communities is increasingly considered as an issue of environmental justice. Therefore, this study focuses on the possible environmental inequality of green space accessibility that can be found among residential communities in the context of Chinese booming housing market. The case study of Shanghai, China was conducted with the use of big data. A real-time navigation route measurement based on Amap application programming interface (AAPI) was developed to calculate green space accessibility, and housing price was used to indicate dwellers’ socioeconomic status. Bivariate Moran’s I, multiple regression, and spatial lag regression were adopted to explore inequality of green space accessibility among residential communities. The results reveal a spatial inequality of green space accessibility between communities in central portion of the city and those in peri-urban areas. We further found a spatial mismatch between green space accessibility and housing price. Environmental inequality is evident within the inner and middle ring road wherein wealthier communities benefit more from green space accessibility than disadvantaged communities. We attribute these findings to spatial restructuring and green gentrification process in Shanghai. The findings can inform planners and policymakers to determine where and how to implement greening strategies and to gain awareness to prevent environmental inequality.
ArticleNumber 103919
Author Chen, Yang
Yue, Wenze
La Rosa, Daniele
Author_xml – sequence: 1
  givenname: Yang
  surname: Chen
  fullname: Chen, Yang
  email: herochen945@163.com
  organization: Department of Land Management, Zhejiang University, Hangzhou 310058, China
– sequence: 2
  givenname: Wenze
  surname: Yue
  fullname: Yue, Wenze
  email: wzyue@zju.edu.cn
  organization: Department of Land Management, Zhejiang University, Hangzhou 310058, China
– sequence: 3
  givenname: Daniele
  surname: La Rosa
  fullname: La Rosa, Daniele
  email: dlarosa@darc.unict.it
  organization: Department Civil Engineering and Architecture, University of Catania, Catania 95100, Italy
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Thu Apr 24 22:54:14 EDT 2025
Tue Jul 01 01:45:28 EDT 2025
Fri Feb 23 02:47:59 EST 2024
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Keywords Green space accessibility
Environmental inequality
Amap API
Residential community
Language English
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  text: December 2020
PublicationDecade 2020
PublicationTitle Landscape and urban planning
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Publisher Elsevier B.V
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Snippet •A real-time navigation route measurement based on Amap application programming interface was developed to measure green space accessibility.•Central and...
Green space accessibility is widely acknowledged as a crucial aspect of a livable environment and human well-being. Whether green space accessibility is...
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StartPage 103919
SubjectTerms Amap API
case studies
China
Environmental inequality
green infrastructure
Green space accessibility
landscapes
markets
prices
regression analysis
Residential community
social welfare
socioeconomic status
Title Which communities have better accessibility to green space? An investigation into environmental inequality using big data
URI https://dx.doi.org/10.1016/j.landurbplan.2020.103919
https://www.proquest.com/docview/2551988722
Volume 204
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