Analysis of Knowledge Graph: Hotspots and Future Trends in Environmental Education Research
Abstract
:1. Introduction
2. Data Sources
2.1. Analytical Methods
2.2. Data Collection
3. Current Status of Environmental Education Research
3.1. Research Publication Trends
3.2. Researcher Distributions
4. Environmental Education Research Hotspots
4.1. Environmental Education Research Keyword Co-Occurrence Analysis
4.2. Environmental Education Research Keyword Cluster Analysis
4.3. Future Environmental Education Research Trends
5. Conclusions and Prospects for Foreign Environmental Education Research
5.1. Research Conclusion
- (1)
- Temporal trends: The number of environmental education research studies exhibited fluctuations between 2013 and 2018, but a notable increase was observed after 2018.
- (2)
- Research collaboration: Scientific collaboration among main research authors and other contributors was identified as relatively weak. The publication volumes of individual authors were modest, and there was a scarcity of core authors and research teams with high influence.
- (3)
- Research hotspots: The research hotspots were categorized into five main areas: environmental awareness and literacy, theories in environmental education, delivery modes and methods, developments and implementation of environmental education, and the intersection of climate change and environmental justice. Key research keywords included education for sustainable development, ecological education, place-based education, environmental literacy, environmental identity, citizen science, behavior, models, knowledge, and climate change. Additionally, emerging research directions encompassed environmental justice, climate change education, critical environmental education, and environmental citizenship education.
- (1)
- The overarching trend in the development of environmental education: Currently, environmental education is gradually transcending the natural realm and integrating into a holistic framework encompassing societal, economic, and political dimensions. Emerging societal trends such as public science and green economy are continuously being incorporated into the existing environmental education system, continually stimulating overall innovation in international environmental education research.
- (2)
- Environmental citizenship education is increasingly attracting the attention of scholars: Future environmental education will place more emphasis on innovating educational methods that discuss the values, beliefs, and knowledge skills of the educated population. It will explore the organic coordination and balance between situational activities, social practice, and classroom education to promote the effective cultivation of sustainable development concepts and emotional construction in environmental education practice.
- (3)
- Greater emphasis on interdisciplinary dialogue: In the future, environmental education will actively incorporate perspectives from disciplines such as law and economics to achieve objectives related to cultivating individual social responsibility and motivation for environmental protection. It will explore diverse educational pathways within the broader contexts of sustainable development, globalization, a shared human destiny, and ecological civilization. This will guide the public to reflect comprehensively on environmental issues from technology to lifestyle, from systems to culture, so as to seek a path that leads to a win–win situation for both the environment and development.
5.2. Research Limitations
- (1)
- Limitations of data sources: The primary research methods of this study are bibliometrics and knowledge mapping, where the data sources used for bibliometric analysis are crucial for deriving accurate conclusions. Due to bibliometric software restrictions, only the Web of Science database was used. Future research could consider incorporating data from other databases into the analysis. Additionally, the output forms in current environmental education research are varied, including journal articles, monographs, dissertations, conference reports, and technical reports. This study only utilized journal articles as the data source for statistical analysis. Future studies could consider incorporating various forms of scientific outputs into the scope of study, thereby enhancing the accuracy of the analysis results.
- (2)
- Limitations of research tools: Different knowledge-mapping tools can produce varied analysis outcomes from the same dataset due to their distinct core algorithms. This analysis solely employed CiteSpace, potentially limiting the comprehensiveness of the results. Future research opportunities could involve analyzing and comparing environmental education literature from diverse language databases and considering the integration of various knowledge mapping tools to provide a more comprehensive understanding of the global environmental education research knowledge structure.
- (3)
- Limitations of the analysis scope: In conducting hotspot theme analysis with CiteSpace, the focus was only on keywords with high intermediary centrality. Future research could expand the analysis to include keywords with lower centrality but the potential for emergent significance, which may broaden the comprehensiveness of the analysis results.
5.3. Outlook
- (1)
- Methodological diversity: While there has been a notable increase in environmental education research, most studies rely on traditional methods like questionnaires and experiments, with limited use of qualitative approaches. Future research could benefit from a more diverse set of methods, including the application of case studies. Case methods offer a nuanced understanding of the complexity of environmental and sustainable development education, highlighting dynamic educational processes and revealing underlying mechanisms. Moreover, integrating traditional methods with emerging approaches like big data, artificial intelligence, virtual reality, and 5G could further enhance the scientific and applied aspects of environmental education research.
- (2)
- Holistic and Hierarchical Perspectives: Environmental education research should adopt holistic and hierarchical approaches, considering multiple perspectives such as those of public groups, specific populations (e.g., in impoverished or underdeveloped areas), and special groups (e.g., individuals with disabilities). Future studies could propose targeted strategies and educational policies, conducting longitudinal intervention or follow-up research on diverse groups.
- (3)
- Interdisciplinary collaboration: Keyword clustering and emergence analysis indicate that environmental education research has evolved in response to global environmental challenges. To provide more compelling evidence for environmental justice and foster environmental citizenship, researchers should expand the scope of environmental education by promoting interdisciplinary collaboration. Encouraging systematic multi-disciplinary research can enhance the understanding of environmental issues and their societal implications.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Serial No. | Author’s Name | Article Number | Percentage (%) | Institution |
---|---|---|---|---|
1 | Bogner, Franz X | 15 | 0.81 | University of Bayreuth |
2 | Kopnina, Helen | 11 | 0.59 | Northumbria University |
3 | Johnson, Bruce | 8 | 0.43 | University of Arizona |
4 | Krasny, Marianne E | 7 | 0.38 | Cornell University |
5 | Peterson, M Nils | 6 | 0.32 | North Carolina State University |
6 | Gericke, Niklas | 6 | 0.32 | Karlstad University |
7 | Cincera, Jan | 5 | 0.27 | Masaryk University |
8 | Stern, Marc J | 5 | 0.27 | Virginia Polytechnic Institute and State University |
9 | Powell, Robert B | 5 | 0.27 | Clemson University |
10 | Van poeck, Katrien | 5 | 0.27 | Ghent University |
11 | Boeve-de pauw, Jelle | 5 | 0.27 | University of Antwerp |
Serial No. | Keywords | Frequency | Year | Centrality |
---|---|---|---|---|
1 | Environmental education | 1046 | 2013 | 0.01 |
2 | Education | 195 | 2013 | 0.05 |
3 | Attitude | 178 | 2013 | 0.07 |
4 | Knowledge | 163 | 2013 | 0.12 |
5 | Sustainable development | 150 | 2013 | 0.10 |
6 | Behavior | 135 | 2013 | 0.18 |
7 | Science | 126 | 2013 | 0.08 |
8 | Education for sustainable development | 125 | 2013 | 0.07 |
9 | Climate change | 109 | 2013 | 0.11 |
10 | Student | 102 | 2013 | 0.06 |
11 | Higher education | 88 | 2013 | 0.04 |
12 | Impact | 86 | 2014 | 0.05 |
13 | Experience | 64 | 2013 | 0.05 |
14 | Model | 63 | 2013 | 0.13 |
15 | Value | 60 | 2013 | 0.05 |
16 | Sustainability | 60 | 2013 | 0.03 |
17 | School | 53 | 2013 | 0.02 |
18 | Children | 49 | 2013 | 0.07 |
19 | Management | 49 | 2013 | 0.08 |
20 | Perception | 49 | 2014 | 0.10 |
21 | Education for sustainability | 45 | 2013 | 0.04 |
22 | Program | 42 | 2013 | 0.05 |
23 | Environmental awareness | 41 | 2013 | 0.05 |
24 | Place | 41 | 2014 | 0.02 |
Cluster No. | Cluster Name | The Number of Clusters | The Focus of Research |
---|---|---|---|
#0 | Environmental education (environmental education) | 67 | The cultivation of environmental awareness and environmental literacy |
#4 | Environmental knowledge (environmental knowledge) | 35 | |
#6 | Environmental literacy (environmental literacy) | 29 | |
#8 | Environmental identity (environmental identity) | 27 | |
#2 | Sustainability education (sustainability education) | 38 | The ideas and theories of environmental education research |
#3 | Education for sustainable development (education for sustainable development) | 35 | |
#9 | Education for sustainability (education for sustainability) | 25 | |
#1 | Sustainable development goals (sustainable development goals) | 44 | The modes and methods of environmental education |
#11 | Place-based education (localized education) | 18 | |
#12 | Scientific context (scientific context) | 13 | |
#13 | Mixed methods (mixed methods) | 11 | |
#7 | High school (high school) | 27 | The development and implementation experience of environmental education |
#14 | The Nordic countries (Nordic countries) | 10 | |
#10 | Climate change (climate change) | 21 | Climate change and environmental justice |
The Focus of Research | Related Keywords | ||
The cultivation of environmental awareness and environmental literacy | environmental education, environmental knowledge, environmental literacy, scientific literacy, environmental identity, pro-environmental behavior, environmental behavior, environmental protection, environmental concern, critical thinking, science education, new materialisms, education policy, ecological literacy, educational leadership, content validity, elementary school, preadolescent students, teacher training gender, instruction, outcome, residue, field study | ||
Thoughts and theories of environmental education research | education for sustainable development, education for sustainability, cultural historical activity theory, teacher development, teacher education, professional learning, complexity, early childhood education, | ||
Mode and method of environmental education | place-based education, land education, indigenous education, participatory action research, participatory approach, technology, mixed methods, indigenous knowledge, settler colonialism, scientific context, environmental programme, moral reasoning, environmental impacts, satellite telemetry, public involvement, global trends, sustainable development goals | ||
The development and implementation experience of environmental education | learner-centred pedagogy, quality assurance, curriculum reform, career and technical education, mobile learning communities, donor-funded projects, digital archives resource environmental education, ecological psychology, the Nordic countries, high school | ||
Climate change and environmental justice | climate change, environmental justice, urban green space, recognition, natural environment |
No. | Keywords | Strength | Begin | End | 2013–2022 |
---|---|---|---|---|---|
1 | Informal education | 2.84 | 2013 | 2015 | |
2 | Community | 5.l8 | 2014 | 2017 | |
3 | Education for sustainability | 4.64 | 2014 | 2015 | |
4 | Conservation | 3.72 | 2014 | 2018 | |
5 | Business education | 2.53 | 2014 | 2016 | |
6 | Politics | 4.43 | 2015 | 2018 | |
7 | Ecological paradigm | 4.26 | 2015 | 2017 | |
8 | Policy | 3.31 | 2015 | 2016 | |
9 | Critical thinking | 2.87 | 2015 | 2016 | |
10 | Management | 2.7 | 2015 | 2016 | |
11 | Meta-analysis | 2.47 | 2015 | 2017 | |
12 | Context | 4.1 | 2016 | 2019 | |
13 | Self | 3.57 | 2016 | 2017 | |
14 | Ecology | 3.39 | 2016 | 2017 | |
15 | Environmental ethics | 2.46 | 2016 | 2019 | |
16 | Place-based education | 4.17 | 2017 | 2018 | |
17 | Consumption | 3.47 | 2017 | 2018 | |
18 | Teacher training | 3.23 | 2017 | 2020 | |
19 | Critical environmental education | 4.45 | 2018 | 2019 | |
20 | Ecological education | 3.56 | 2018 | 2019 | |
21 | Professional development | 3.31 | 2018 | 2019 | |
22 | Motivation | 3.01 | 2018 | 2019 | |
23 | Case study | 2.67 | 2018 | 2019 | |
24 | Challenge | 5.17 | 2019 | 2020 | |
25 | Engagement | 4.18 | 2019 | 2020 | |
26 | Climate change education | 4.18 | 2019 | 2022 | |
27 | Secondary education | 3.72 | 2019 | 2020 | |
28 | Green | 3.21 | 2019 | 2022 | |
29 | Environmental justice | 3.34 | 2020 | 2022 | |
30 | Health | 2.87 | 2020 | 2022 |
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Tian, Y.; Jin, Y.; Zhao, Y.; Du, Y.; Shen, S.; An, J. Analysis of Knowledge Graph: Hotspots and Future Trends in Environmental Education Research. Sustainability 2024, 16, 2378. https://doi.org/10.3390/su16062378
Tian Y, Jin Y, Zhao Y, Du Y, Shen S, An J. Analysis of Knowledge Graph: Hotspots and Future Trends in Environmental Education Research. Sustainability. 2024; 16(6):2378. https://doi.org/10.3390/su16062378
Chicago/Turabian StyleTian, Yongli, Yuchang Jin, Yadi Zhao, Yifan Du, Sicen Shen, and Junxiu An. 2024. "Analysis of Knowledge Graph: Hotspots and Future Trends in Environmental Education Research" Sustainability 16, no. 6: 2378. https://doi.org/10.3390/su16062378
APA StyleTian, Y., Jin, Y., Zhao, Y., Du, Y., Shen, S., & An, J. (2024). Analysis of Knowledge Graph: Hotspots and Future Trends in Environmental Education Research. Sustainability, 16(6), 2378. https://doi.org/10.3390/su16062378