Bibliometric and Content Analysis of Sustainable Education in Biology for Promoting Sustainability at Primary and Secondary Schools and in Teacher Education
Abstract
1. Introduction
2. Theoretical Background
2.1. Visions of Scientific Literacy
- Subject content knowledge: knowledge of the content of biology, such as phenomena from molecules to the biosphere.
- Procedural knowledge: knowledge of the methods of obtaining information in biological research that are needed to produce reliable and testable information.
- Epistemic knowledge: knowledge of biology as a natural science, its procedures for studying and explaining phenomena in the natural world, and ways to test and argue for information critically on the basis of research-based evidence using models and other scientific methods of presentation.
2.2. Sustainable Development Goals (SDGs) and Educational Approaches Promoting Sustainable Development
a change of educational culture, one which develops and embodies the theory and practice of sustainability in a way which is critically aware. It is therefore a transformative paradigm which values, sustains and realises human potential in relation to the need to attain and sustain social, economic and ecological well being, recognising that they must be part of the same dynamic.
2.3. Biology Education Promoting Sustainable Development
2.3.1. Competence Frameworks, Competencies, and Skills
2.3.2. Subject Aims and Learning Objectives
2.3.3. Learning Objectives in Relation to Competency Objectives
2.3.4. Knowledge Categories and Knowledge Types
2.3.5. Teaching and Learning Methods
2.3.6. Evaluation and Assessment
3. Research Aim and Questions
- (1)
- Which of the UN sustainable development goals (SDGs) have been included in biology education?
- (2)
- Which kinds of competencies and skills promoting sustainable development have been included in biology education?
- (3)
- Which kinds of subject aims and learning objectives promoting sustainable development have been included in biology education?
- (4)
- Which kinds of knowledge promoting sustainable development have been included in biology education?
- (5)
- Which kinds of teaching and learning methods promoting sustainable development have been included in biology education?
- (6)
- Which kinds of assessment methods fostering sustainability competencies and skills have been included in biology education?
4. Materials and Methods
4.1. Selection of Materials
- (a)
- Language: English;
- (b)
- Period: 2000–2024;
- (c)
- Scope: national and international publications;
- (d)
- Educational levels: primary, secondary, and higher education;
- (e)
- Types of studies: documents in biology education that provide concrete support to the development of biology curricula and teaching;
- (f)
- Quality: academic studies.
4.2. Analysis Methods
4.2.1. Bibliometric Analysis
4.2.2. Content Analysis
5. Findings
5.1. Sustainable Development Goals (RQ 1)
5.2. Competencies and Skills Promoting Sustainable Development in Biology Education (RQ 2)
5.3. Subject Aims and Learning Objectives Promoting Sustainable Development in Biology Education (RQ 3)
5.3.1. Subject Aims
5.3.2. Learning Objectives
5.4. Content Knowledge Promoting Sustainable Development in Biology Education (RQ 4)
5.5. Teaching and Learning Methods Promoting Sustainable Development in Biology Education (RQ 5)
5.6. Assessment Methods and Types of Measurement Tasks Promoting Sustainable Development in Biology Education (RQ 6)
6. Discussion
6.1. Sustainable Development Goals
6.2. Competencies and Skills Promoting Sustainable Development
6.3. Subject Aims and Learning Objectives
6.3.1. Subject Aims
6.3.2. Learning Objectives
6.4. Knowledge Promoting Sustainable Development
6.5. Teaching and Learning Methods Promoting Sustainable Development
6.6. Assessment Methods Fostering Sustainability Competencies
6.7. Biology Education in Relation to Transformative Teaching and Learning
6.8. Limitations
6.9. Future Research
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A. Clustered Studies (* Not Reviewed in the Content Analysis)
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Appendix B. Technical Details of Automatic Bibliometric Clustering


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| Main Characteristics | Sub-Characteristics |
|---|---|
| Comprehensive and practical | Interdisciplinary Holistic Applicable |
| Value- and skill-focused | Critical and creative thinking Adopting norms and principles Acquiring 21st century skills |
| Collaborative and participatory | Teamwork with awareness of social sustainability Ability to cooperate socially |
| Key Competencies | Descriptions of the Key Competencies |
|---|---|
| Systems thinking | The ability to understand relationships, analyze complex systems, consider different systems and scales, and deal with uncertainty |
| Anticipatory competency | The ability to understand and assess the possible, probable, and desirable futures, create one’s own future prospects and apply the precautionary principle to them, assess the consequences of actions, and deal with risks and changes |
| Normative competency (competency concerning norms and rules) | The ability to understand and examine the community and societal norms and rules underlying actions, to negotiate values, principles, and goals of sustainable development, and to deal with uncertain information and contradictions |
| Strategic competency (Competency in matters central to the school’s goals) | The ability collectively to develop and implement innovative actions that promote sustainability at the local level and beyond |
| Collaboration competency | The ability to learn from others; understand and respect the needs, perspectives, and actions of others (empathy); understand and be sensitive to others (emphatic leadership) and handle conflicts in a group and facilitate collaboration and participatory problem-solving |
| Critical thinking competency | The ability to question norms, practices, and opinions; examine one’s own values, perceptions, and actions and participate in the sustainable development debate |
| Self-awareness competency | The ability to examine one’s own role in the local community and (global) society to continuously evaluate and motivate actions, and to process emotions and desires |
| Integrated problem-solving competency | The ability to apply different problem-solving frameworks to complex sustainability problems and develop applicable, inclusive, and equitable solutions contributing to sustainable development integrating the above-mentioned competencies |
| Competency Objectives (SDG = Sustainable Development Goal) (UNESCO, 2017a, 2017b) | Examples of Learning Objectives in Biology Education (Uitto et al., 2024a) |
|---|---|
| To develop students’ systems thinking and ethical thinking (SDGs 12–15) | To understand ecological systems and biodiversity and the importance of their conservation in relation to technological, social, and economic systems; understanding the structure, function, and interactions of living nature from the molecular and cellular levels to the biosphere |
| To examine the past, present, and future in terms of evolution, ecological systems, and the preservation of biodiversity, and to reflect on human well-being and responsibility in relation to nature and other people (SDG 17) | To develop capabilities for studying and working in fields that utilize biology; understanding the opportunities offered by life sciences to promote the well-being of humanity, other organisms, and living environments; increasing understanding of how biological knowledge can be utilized in everyday life, in postgraduate studies, and in working life |
| To understand the standards for sustainability education stated in curricula (SDG 17) | To reveal the image of the necessity of a sustainable lifestyle and the importance of a circular economy that saves natural resources |
| To develop and implement activities in the school’s immediate environment to promote student learning and well-being (SDGs 4, 5, and 16) | To develop the student’s capacity to influence and participate from the perspective of developing their own local environment and ensuring its vitality; support a sustainable lifestyle in the student’s own local environment |
| To develop student identity by incorporating collaborative inclusive learning into teaching, promoting collaborative interaction within the school community, and developing collaborative learning environments (SDG 17) | To develop students’ cooperation skills and sense of community by using interactive working and operating methods |
| To develop students’ critical observation skills, critical thinking, and critical reading skills (SDG 17) | To develop an understanding of how biological knowledge and skills can be applied and utilized in one’s own life, in ethical considerations and in following current news related to biology; developing a critical examination of various phenomena and sources of information; developing a critical evaluation of biological information transmitted through the media |
| To support students’ self-assessment skills and ability to reflect on themselves as learners and develop students’ self-regulation skills, sense of competence, self-respect, and self-direction (SDG 5) | To support students in understanding themselves and other people and setting their own goals |
| To develop students’ problem-solving skills and encourage students to engage in problem-solving and argumentation (SDG 17) | To support students’ problem-solving skills; supporting the formulation of questions and research problems regarding the phenomena under study |
| Knowledge Categories | Definition | Knowledge Types | Related to | |
|---|---|---|---|---|
| SCK | PCK | |||
| Factual and Conceptual knowledge | Factual knowledge is common knowledge about what is needed to be successful to meet a goal. Conceptual knowledge consists of knowing how facts can be organized in meaningful ways. | Knowledge of classification | × | |
| Knowledge of principles and generalizations | × | |||
| Knowledge of theory, models, and structures | × | |||
| Knowledge of terminology | × | |||
| Knowledge of details and basic elements | × | |||
| Methodological knowledge | This information concerns how to do something or how to solve a problem, such as a learning task (Osborne et al., 2018). It is also information about research methods, such as how to make observations and study life phenomena. | Knowledge of skills, technical methods concerning subjects | × | |
| Knowledge of usage criteria | × | |||
| Metacognitive knowledge | This is a teacher’s knowledge (Krathwohl, 2002) and student’s knowledge about how they can manage their own learning and plan their studies (Krathwohl, 2002; Pintrich, 2002). | Knowledge of strategies, usage of methods, and self-awareness | × | |
| Evaluative knowledge | This is systematically collecting and analyzing information. It is linked to evaluative thinking, a disciplined approach to inquiry and reflective practice that helps people to make judgements with good evidence by habit (Cole, 2023). | Knowledge of understanding interactions and performance | × | |
| Critical reflection and reflective knowledge | Critical reflection is a ‘meaning-making process’ that helps people to set goals and use what they have learned to inform future actions and consider the real-life implications of their thinking. It links thinking and doing and can be transformative (Rodgers, 2002; Schön, 1992). Reflective knowledge is an actor’s ability to evaluate their epistemic position and the circumstances of knowing. It is part of the belief formation process and confirms the overall process of knowing (Broncano, 2014). | Knowledge of reviewing, reconstructing, re-enacting, and critically analyzing | ||
| Teaching and Learning Methods | ||
|---|---|---|
| Teacher-Centered Methods | Interactive Methods | Student-Centered Methods |
Lecture-based
| Skill-based
| Methods of organizing information and graphics: Visualization
|
| Clustered Studies | Item Topics (n) | Count (n) | Cluster Number and Top-Level Topics |
|---|---|---|---|
| Assaraf and Snapir (2018); Byrne and Grace (2018); Carson et al. (2018); Duncan and Boerwinkel (2018); Gericke and El-Hani (2018); Hamman (2018); Kampourakis and Stasinakis (2018); Korfiatis (2018); McComas (2018); Millstein (2013); Nehm (2018); Reiss (2018); Sanders and Jenkins (2018) | Scientific knowledge (13) | 49 | #0 Biology education |
| Akpınarlı and Turan (2023); Ariely and Yarden (2018); Bass (2012); Cheng et al. (2021); Conde-Caballero et al. (2019); Courter (2012); Danilov and Danilova (2013); Driver et al. (2000); Ergazaki (2018); Evans and Rosengren (2018); Fuentes and Entezari (2020); Förtsch et al. (2018); Hamman (2018); Harland and Wald (2018); Harms and Bertsch (2018); Jiménez-Aleixandre and Evagorou (2018); Kampourakis and Niebert (2018); Khanipoor et al. (2024); Kwiek et al. (2007); Lederman (2018); Ledbetter (2012); López-Fernández et al. (2024); Power (2012); Reiss and Kampourakis (2018); Rozenszajn and Yarden (2015); Rutledge (2008); Schmitt-Harsh and Harsh (2017); Stern (2000); Stover and Mabry (2010); Susman (2015); Wanieck et al. (2020); Yoon et al. (2015) | Subject content knowledge (SCK) and pedagogical content knowledge (PCK) (32) | ||
| Arita (2017); Livotov et al. (2021); Pessoa et al. (2024); Santhosh et al. (2025) | Outlier (4) | ||
| Dönmez (2024); Schlicht-Schmälzle et al. (2024) | Sustainability and sustainable development policy (2) | 13 | #1 Sustainability, sustainable education (SE), and sustainable education goals (SDGs) |
| Brody and Ryu (2006); Capello et al. (2021); da Silva and de Araújo (2022, 2024); Faizah et al. (2024); Ferrer-Estévez and Chalmeta (2021); Ghazian and Lortie (2024); Mikhailova et al. (2024); Prieto-Jiménez et al. (2021); Wieërs et al. (2024) | SE and SDGs (10) | ||
| Stevens et al. (2022) | Outlier (1) | ||
| Abramovich and Loria (2015); Barraza and Castaño (2012); Bezeljak et al. (2020); Biletska et al. (2021); Desa et al. (2021); Edwards et al. (2015); Faizah et al. (2024); Leal Filho et al. (2016); Hartadiyati et al. (2019, 2020); Jeronen et al. (2017); Pimdee (2020); Purwianingsih et al. (2022); Putra et al. (2022); Rasmussen (2017); Sebastián-López and González (2020); Sidiropoulos (2018); Streiling et al. (2021); Suwono (2019); Yli-Panula et al. (2024); Weber et al. (2020) | Teacher education (21) | 37 | #2 Teacher education and school education |
| Al-Muqbil (2024); Amprazis and Papadopoulou (2024); Baena-Morales et al. (2023); Bara et al. (2024); Copeland Solas and Wilson (2015); Day et al. (2013); Fadzil and Saat (2020); Jackson et al. (2023); Mirosavljević et al. (2024); Muñoz-Galván and Padilla (2024); O’Neill et al. (2024); Quinn et al. (2015); Safitri et al. (2017); Thomas et al. (2022) | School education (14) | ||
| Hawa et al. (2021); Wright et al. (2008) | Outlier (2) | ||
| Goi (2024); Galante et al. (2024); Tejedor and Segalas (2018); Warburton (2003) | Inter- and transdisciplinarity (4) | 11 | #3 Holistic view of sustainability education |
| Cabral and Kaivola (2005); Salovaara et al. (2021); Sterling (2004, 2010); Upton (2021); Wamsler (2020) | Transformative education (6) | ||
| Medir et al. (2016) | Outlier (1) | ||
| EI Kharki et al. (2021); Karimov et al. (2024); Kirkpatrick et al. (2019); Nersesian et al. (2021); Rodríguez-Loinaz et al. (2022); Thinh et al. (2024); Zhong and Liu (2022) | ICT (virtual, digital, ICT) (7) | 32 | #4 Learning and teaching methods in biology education |
| Araripe and Zuin Zeidler (2024); Carrió Llach and Llerena Bastida (2023); Hardyanto et al. (2024); Leite et al. (2016); Nkaizirwa et al. (2023); Sundberg et al. (2019) | PBL (6) | ||
| Kennedy et al. (2015); Linder and Huang (2022); Veena Soni (2020) | Problem-solving (3) | ||
| Mitra et al. (2016); Wolff et al. (2018) | PjBL (2) | ||
| Rodríguez-Rey et al. (2024); Zoller (2015) | Inquiry-based learning (2) | ||
| Adeika et al. (2024); Douglas et al. (2024); Gutiérrez-García et al. (2024); Hogan and O’Flaherty (2021); Kulshreshtha et al. (2022); Lebo and Eames (2015); Struminger et al. (2021); Wright et al. (2009); Zimmerman and Weible (2017) | Field work, field trip, and experiential learning (9) | ||
| Gatti et al. (2019) | Game education (1) | ||
| Muslu and Isik (2024) | Role-playing(1) | ||
| Howell (2021) | Flipped classroom (1) | ||
| Bacon et al. (2011); Brandt et al. (2021); Church and Skelton (2013); Chuvieco et al. (2022); Fisher and McAdams (2015); Fox et al. (2009); Gaard et al. (2017); Garibay et al. (2020); Gulikers and Oonk (2019); Kessler (2018); Le et al. (2022); Martens et al. (2010); McSorley et al. (2023); Mintz and Tal (2013); Papageorgiou et al. (2024); Rehman et al. (2023); Sherry (2022); Vandaele and Stålhammar (2022); Wiek et al. (2011) | Teacher education in sustainability, sustainability curricula (19) | 25 | #5 Sustainability competencies and skills |
| Wang et al. (2019); Zilberman et al. (2018) | Sustainability policy (2) | ||
| Alordiah (2023); Du Toit (2024); Fayomi et al. (2019) | Research and teaching gaps (3) | ||
| Paulauskaite-Taraseviciene et al. (2022) | Outlier (1) |
| Countries | Studies in Educational Levels (n) | ||
|---|---|---|---|
| Primary | Secondary | University | |
| Albania | 1 | ||
| Australia | 1 | 2 | 5 |
| Austria | 1 | ||
| Brasília | 2 | ||
| Canada | 2 | ||
| China | 1 | ||
| Greece | 1 | 1 | |
| Croatia | 1 | ||
| Cyprus | 1 | ||
| Denmark | 1 | ||
| Dubai | 1 | ||
| Finland | 2 | 2 | 2 |
| Germany | 2 | 6 | 6 |
| Greece | 1 | ||
| Indonesia | 2 | 6 | |
| India | 1 | 1 | 2 |
| Ireland | 1 | 1 | 1 |
| Israel | 2 | 6 | |
| Italy | 1 | 1 | |
| Malaysia | 1 | 2 | 4 |
| Mexico | 1 | ||
| The Netherlands | 1 | ||
| New Zealand | 1 | 1 | 1 |
| Nigeria | 1 | ||
| Norway | 1 | 1 | 1 |
| Oman | 1 | ||
| Pakistan | 1 | ||
| Portugal | 2 | 2 | 1 |
| Rwanda | 1 | ||
| Saudi Arabia | 1 | ||
| Slovenia | 1 | ||
| Spain | 1 | 5 | 5 |
| Sweden | 2 | 1 | |
| Switzerland | 2 | 1 | |
| Taiwan | 1 | ||
| Thailand | 1 | ||
| Turkey | 1 | 2 | 2 |
| UK | 1 | 5 | 8 |
| Ukraine | 2 | ||
| Uruguay | 1 | ||
| USA | 1 | 7 | 33 |
| Uzbekistan | 1 | ||
| Vietnam | 1 | ||
| Total (n) | 18 | 52 | 106 |
| Criteria | Cognitive Process Dimensions |
|---|---|
| Retrieving relevant knowledge from long-term memory | Remember |
| Determining the meaning of instructional messages, including oral, written, and graphic communication | Understand |
| Carrying out or using a procedure in a given situation | Apply |
| Breaking material into its constituent parts and detecting how the parts relate to one another and to an overall structure or purpose | Analyse |
| Making judgments based on criteria and standards | Evaluate |
| Putting elements together to form a novel, coherent whole or make an original product | Create |
| Criteria | Knowledge Level |
|---|---|
| Terminology of biology | Factual (fact) knowledge |
| Classification of biological knowledge; theories, models, structures | Conceptual (concept) knowledge |
| Problem solving, research methods and techniques | Methodological (procedural) knowledge |
| Making summaries, self-knowledge | Metacognitive knowledge |
| Knowledge | Understand | Apply | Analyze | Evaluate | Create |
|---|---|---|---|---|---|
| Arrange | Articulate | Act | Analyze | Appraise | Arrange |
| Choose | Associate | Adapt | Appraise | Argue | Assemble |
| Cite | Characterizise | Apply | Break | Arrange | Categorize |
| Copy | Cite | Back/back up | Break down | Assess | Choose |
| Define | Clarify | Calculate | Calculate | Attach | Collect |
| Describe | Classify | Change | Categorize | Choose | Combine |
| Draw | Compare | Choose | Classify | Compare | Compile |
| Duplicate | Contrast | Classify | Compare | Conclude | Compose |
| Identify | Convert | Complete | Conclude | Contrast | Construct |
| Indicate | Defend | Compute | Contrast | Core | Create |
| Label | Demonstrate | Construct | Correlate | Counsel | Design |
| List | Describe | Demonstrate | Criticize | Create | Develop |
| Locate | Differentiate | Develop | Debate | Criticize | Devise |
| Match | Discuss | Discover | Deduce | Critique | Estimate |
| Memorize | Distinguish | Dramatize | Detect | Decide | Evaluate |
| Name | Estimate | Employ | Diagnose | Defend | Explain |
| Order | Explain | Experiment | Diagram | Describe | Facilitate |
| Outline | Express | Explain | Differentiate | Design | Formulate |
| Quote | Extend | Generalize | Discover | Determine | Generalize |
| Read | Extrapolate | Identify | Disseminate | Discriminate | Generate |
| Recall | Generalize | Illustrate | Dissect | Estimate | Hypothesize |
| Recite | Give | Implement | Distinguish | Evaluate | Inprove |
| Recognize | Give examples | Interpret | Devide | Explain | Integrate |
| Record | Identify | Interview | Evaluate | Grade | Invent |
| Relate | Illustrate | Manipulate | Examine | Invent | Make |
| Repeat | Indicate | Modify | Experiment | Judge | Manage |
| Reproduce | Infer | Operate | Figure | Manage | Modify |
| Review | Interpolate | Organize | Group | Mediate | Organize |
| Select | Interpret | Paint | Identify | Prepare | Originate |
| State | Locate | Practice | Illustrate | Probe | Plan |
| Tabulate | Match | Predict | Infer | Rate | Predict |
| Tell | Observe | Prepare | Inspect | Rearrange | Prepare |
| Underline | Organize | Produce | Inventory | Reconcile | Produce |
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Jeronen, E.; Jeronen, J. Bibliometric and Content Analysis of Sustainable Education in Biology for Promoting Sustainability at Primary and Secondary Schools and in Teacher Education. Educ. Sci. 2026, 16, 201. https://doi.org/10.3390/educsci16020201
Jeronen E, Jeronen J. Bibliometric and Content Analysis of Sustainable Education in Biology for Promoting Sustainability at Primary and Secondary Schools and in Teacher Education. Education Sciences. 2026; 16(2):201. https://doi.org/10.3390/educsci16020201
Chicago/Turabian StyleJeronen, Eila, and Juha Jeronen. 2026. "Bibliometric and Content Analysis of Sustainable Education in Biology for Promoting Sustainability at Primary and Secondary Schools and in Teacher Education" Education Sciences 16, no. 2: 201. https://doi.org/10.3390/educsci16020201
APA StyleJeronen, E., & Jeronen, J. (2026). Bibliometric and Content Analysis of Sustainable Education in Biology for Promoting Sustainability at Primary and Secondary Schools and in Teacher Education. Education Sciences, 16(2), 201. https://doi.org/10.3390/educsci16020201

