An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan

Limited studies focus on educational equity from the spatial accessibility perspective. This study combines survey data and big data and proposes a multi-mode Huff two-step floating catchment area (MMH2SFCA) method to calculate accessibility while considering multiple travel modes and school attract...

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Main Authors: Yiheng Wang, Yaolin Liu, Lijun Xing, Ziyi Zhang
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:ISPRS International Journal of Geo-Information
Subjects:
Online Access:https://www.mdpi.com/2220-9964/10/7/458
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spelling doaj-0afd6328c25349a385875626cbc4cca82021-07-23T13:44:59ZengMDPI AGISPRS International Journal of Geo-Information2220-99642021-07-011045845810.3390/ijgi10070458An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of WuhanYiheng Wang0Yaolin Liu1Lijun Xing2Ziyi Zhang3School of Resource and Environmental Science, Wuhan University, Wuhan 430072, ChinaSchool of Resource and Environmental Science, Wuhan University, Wuhan 430072, ChinaSchool of Resources and Environmental Science, Hubei University, Wuhan 430062, ChinaSchool of Resource and Environmental Science, Wuhan University, Wuhan 430072, ChinaLimited studies focus on educational equity from the spatial accessibility perspective. This study combines survey data and big data and proposes a multi-mode Huff two-step floating catchment area (MMH2SFCA) method to calculate accessibility while considering multiple travel modes and school attractiveness. This method can also calculate education quality by extending the accessibility in each community. Results show that our proposed method can reliably identify the accessibility differences of schools across communities. The case study indicates an inequitable distribution of educational accessibility and quality. The communities with high accessibility are concentrated in the urban center and exurban zones surrounding schools, whereas high-quality areas are mainly concentrated in the urban center. Correlation analysis suggests that the educational quality of communities with high accessibility is not always high. The findings of this study can provide improvement for accessibility measurements and help explore a new research perspective for educational equity research.https://www.mdpi.com/2220-9964/10/7/458accessibilityeducational equityspatial equity2SFCAmultiple travel modesHuff model
collection DOAJ
language English
format Article
sources DOAJ
author Yiheng Wang
Yaolin Liu
Lijun Xing
Ziyi Zhang
spellingShingle Yiheng Wang
Yaolin Liu
Lijun Xing
Ziyi Zhang
An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
ISPRS International Journal of Geo-Information
accessibility
educational equity
spatial equity
2SFCA
multiple travel modes
Huff model
author_facet Yiheng Wang
Yaolin Liu
Lijun Xing
Ziyi Zhang
author_sort Yiheng Wang
title An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
title_short An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
title_full An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
title_fullStr An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
title_full_unstemmed An Improved Accessibility-Based Model to Evaluate Educational Equity: A Case Study in the City of Wuhan
title_sort improved accessibility-based model to evaluate educational equity: a case study in the city of wuhan
publisher MDPI AG
series ISPRS International Journal of Geo-Information
issn 2220-9964
publishDate 2021-07-01
description Limited studies focus on educational equity from the spatial accessibility perspective. This study combines survey data and big data and proposes a multi-mode Huff two-step floating catchment area (MMH2SFCA) method to calculate accessibility while considering multiple travel modes and school attractiveness. This method can also calculate education quality by extending the accessibility in each community. Results show that our proposed method can reliably identify the accessibility differences of schools across communities. The case study indicates an inequitable distribution of educational accessibility and quality. The communities with high accessibility are concentrated in the urban center and exurban zones surrounding schools, whereas high-quality areas are mainly concentrated in the urban center. Correlation analysis suggests that the educational quality of communities with high accessibility is not always high. The findings of this study can provide improvement for accessibility measurements and help explore a new research perspective for educational equity research.
topic accessibility
educational equity
spatial equity
2SFCA
multiple travel modes
Huff model
url https://www.mdpi.com/2220-9964/10/7/458
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