External Resource Dependence and Implementation Efficiency of Education for Sustainable Development (ESD): A Hybrid Design Based on Data Envelopment Analysis (DEA) and Dynamic Qualitative Comparative Analysis (QCA)

Based on the urgency of education for sustainable development (ESD), it is crucial to explore ESD implementation efficiency. Since ESD is closely related to social resources, it is necessary to explore which resources can improve ESD implementation efficiency. This study employs dynamic qualitative comparative analysis (QCA) to explore the multiple development pathways of external resources supporting the implementation efficiency of ESD in 31 provinces of China from 2017 to 2022. The results indicate that abundant basic resource- (Type I), complementary technology–culture resource- (Type II), and culture–information technology educational resource-driven (Type III) approaches are the main pathways to achieve high ESD execution efficiency. A key contribution of this study is its emphasis on the role of modern information technology in ESD. The insights garnered from this study can guide educators in leveraging information resources effectively to optimize ESD outcomes.

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Publication Details

Journal
Sustainability
Published
2025-04-23
DOI
https://doi.org/10.3390/su17093809
Citations
4
Primary Topic
Economic and Technological Innovation
Type
article
Field-Weighted Citation Impact
12.52
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article

External Resource Dependence and Implementation Efficiency of Education for Sustainable Development (ESD): A Hybrid Design Based on Data Envelopment Analysis (DEA) and Dynamic Qualitative Comparative Analysis (QCA)

Haoqun Yan, Hongfeng Zhang
4 citations
Sustainability
Economic and Technological Innovation
12.52
article

External Resource Dependence and Implementation Efficiency of Education for Sustainable Development (ESD): A Hybrid Design Based on Data Envelopment Analysis (DEA) and Dynamic Qualitative Comparative Analysis (QCA)

Haoqun Yan, Hongfeng Zhang
article en
4 citations

Abstract

Based on the urgency of education for sustainable development (ESD), it is crucial to explore ESD implementation efficiency. Since ESD is closely related to social resources, it is necessary to explore which resources can improve ESD implementation efficiency. This study employs dynamic qualitative comparative analysis (QCA) to explore the multiple development pathways of external resources supporting the implementation efficiency of ESD in 31 provinces of China from 2017 to 2022. The results indicate that abundant basic resource- (Type I), complementary technology–culture resource- (Type II), and culture–information technology educational resource-driven (Type III) approaches are the main pathways to achieve high ESD execution efficiency. A key contribution of this study is its emphasis on the role of modern information technology in ESD. The insights garnered from this study can guide educators in leveraging information resources effectively to optimize ESD outcomes.

SustainabilityVol. 17(9)
Macao Polytechnic University (MO)
Openalex Percentile: Top 2%
Economic and Technological Innovation
12.52
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External Resource Dependence and Implementation Efficiency of Education for Sustainable Development (ESD): A Hybrid Design Based on Data Envelopment Analysis (DEA) and Dynamic Qualitative Comparative Analysis (QCA) — Haoqun Yan, Hongfeng Zhang · Sustainability (2025) | TGRS Research Map | TGRS