Problem Solving and Decision-Making Skills for ESD: A Bibliometric Analysis

Authors

DOI:

https://doi.org/10.23947/2334-8496-2023-11-3-401-415

Keywords:

bibliometric analysis, decision-making skills, ESD, problem-solving, VOSviewer

Abstract

Problem-solving and decision-making skills are essential for individuals across various fields. These skills emphasize the importance of preparing a generation capable of solving problems and making informed decisions. Therefore, this study aimed to learn the publication trends related to problem-solving and decision-making skills for ESD (Education for Sustainable Development) from 2013 to 2022 through Bibliometric analysis. In line with the analysis, a VOSviewer software was used to graphically analyze the obtained bibliographic data. A total of 1519 documents were also analytically acquired from the Scopus database. The results showed a fluctuating trend in the number of publications, with the Journal of Chemical Education and Social Sciences being the highest contributor and the most prevalent field of study at 147 and 689 documents, respectively. The United States was also ranked first in the documents emphasizing problem-solving and decision-making skills, at 512 documents. Moreover, the University of Toronto was the most prolific affiliation, contributing the most publications at 17 documents. The representatives from Indonesia were also grouped into two institutions in the global top twenty affiliates, namely (1) the Indonesian University of Education and (2) the State University of Malang. In line with the results, 159 study experts from Indonesia contributed to the analyzed theme, as the top author originated from the United States having 7 documents. The top document excerpts were also published 240 times in the journal Expert Systems with Applications. The trend of the study visualization subsequently produced 9 clusters, problem-solving and decision-making skills, human, psychology, clinical competencies, education, curriculum, support systems, creativity, and content analysis. These results were helpful to relevant experts, regarding the analytical trend in problem-solving and decision-making skills, recommending directions for future analyses.

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References

Abdullah, K. H., & Abd Aziz, F. S. (2021). Mapping of laboratory safety research: a bibliometric review. Malaysian Journal of Public Health Medicine, 21(1), 303–310. https://doi.org/10.37268/mjphm/vol.21/no.1/art.864 DOI: https://doi.org/10.37268/mjphm/vol.21/no.1/art.864

Ahmady, S., & Shahbazi, S. (2020). Impact of social problem-solving training on critical thinking and decision making of nurs-ing students. BMC Nursing, 19(1). https://doi.org/10.1186/s12912-020-00487-x DOI: https://doi.org/10.1186/s12912-020-00487-x

Aubrecht, K. B., Bourgeois, M., Brush, E. J., Mackellar, J., & Wissinger, J. E. (2019). Integrating Green Chemistry in the Cur-riculum: Building Student Skills in Systems Thinking, Safety, and Sustainability. Journal of Chemical Education, 96(12), 2872–2880. https://doi.org/10.1021/acs.jchemed.9b00354 DOI: https://doi.org/10.1021/acs.jchemed.9b00354

Bar-On, R. (2010). Emotional intelligence: An integral part of positive psychology. South African Journal of Psychology, 40(1), 54–62. https://doi.org/10.1177/008124631004000106 DOI: https://doi.org/10.1177/008124631004000106

Cai, Y., Jin, F., Liu, J., Zhou, L., & Tao, Z. (2023). A survey of collaborative decision-making: Bibliometrics, preliminaries, methodologies, applications and future directions. Engineering Applications of Artificial Intelligence, 122, 106064. DOI: https://doi.org/10.1016/j.engappai.2023.106064

Carlsson, C. (2019). Combining ANFIS and Digital Coaching for Good Decisions in Industrial Processes. In K. R.B., B. I., R. M., C. M., & K. V. (Eds.), Advances in Intelligent Systems and Computing (Vol. 1000, pp. 190–200). Springer Verlag. https://doi.org/10.1007/978-3-030-21920-8_18 DOI: https://doi.org/10.1007/978-3-030-21920-8_18

Chen, L. C., & Utama, D. N. (2022). Decision Support Model for Determining the Best Employee using Fuzzy Logic and Sim-ple Additive Weighting. Journal of Computer Science, 18(6), 530–539. https://doi.org/10.3844/jcssp.2022.530.539 DOI: https://doi.org/10.3844/jcssp.2022.530.539

Chen, L., Kong, D., Zhang, S., & Yang, L. (2021). A quasi-experimental study of specialized training on the clinical deci-sion-making skills and social problem-solving abilities of nursing students. Contemporary Nurse, 57(1–2), 4–12. https://doi.org/10.1080/10376178.2021.1912616 DOI: https://doi.org/10.1080/10376178.2021.1912616

Chen, P.-Y., Hwang, G.-J., Yeh, S.-Y., Chen, Y.-T., Chen, T.-W., & Chien, C.-H. (2021). Three decades of game-based learning in science and mathematics education: an integrated bibliometric analysis and systematic review. Journal of Computers in Education, 1–22. https://doi.org/10.1007/s40692-021-00210-y DOI: https://doi.org/10.1007/s40692-021-00210-y

Chen, S.-Y., Tsai, J.-C., Liu, S.-Y., & Chang, C.-Y. (2021). The effect of a scientific board game on improving creative problem solving skills. Thinking Skills and Creativity, 41. https://doi.org/10.1016/j.tsc.2021.100921 DOI: https://doi.org/10.1016/j.tsc.2021.100921

Costa, A. L., & Kallick, B. (2009). Habits of mind across the curriculum: Practical and creative strategies for teachers. ASCD.

Costa, D. F., de Melo Carvalho, F., de Melo Moreira, B. C., & do Prado, J. W. (2017). Bibliometric analysis on the association between behavioral finance and decision making with cognitive biases such as overconfidence, anchoring effect and confirmation bias. Scientometrics, 111, 1775–1799. https://doi.org/10.1007/s11192-017-2371-5 DOI: https://doi.org/10.1007/s11192-017-2371-5

Devan, H., Hale, L., Hempel, D., Saipe, B., & Perry, M. A. (2018). What works and does not work in a self-management intervention for people with chronic pain? Qualitative systematic review and meta-synthesis. Physical Therapy, 98(5), 381–397. https://doi.org/10.1093/ptj/pzy029 DOI: https://doi.org/10.1093/ptj/pzy029

De Villiers, R., Hankin, R., & Woodside, A. G. (2016). Making decisions well and badly: How stakeholders’ discussions influ-ence individual executives’ decision confidence and competence. Advances in Business Marketing and Purchasing, 24, 87–116. https://doi.org/10.1108/S1069-096420160000024006 DOI: https://doi.org/10.1108/S1069-096420160000024006

Delavari, S., Arabshahi, K. S., Amini, M., Aalaa, M., Pourbairamian, G., Bahoosh, N., Asadi, N., Dalal, B., Kojuri, J., Hamidi, H., & Delavari, S. (2022). The Relationship between Experiences Level and Clinical Decision-Making Skill in Midwifery Students: A Cross-Sectional Study. Medical Journal of the Islamic Republic of Iran, 36(1). https://doi.org/10.47176/mjiri.36.80 DOI: https://doi.org/10.47176/mjiri.36.80

Di Vaio, A., Hassan, R., & Alavoine, C. (2022). Data intelligence and analytics: A bibliometric analysis of human–Artificial intel-ligence in public sector decision-making effectiveness. Technological Forecasting and Social Change, 174, 121201. https://doi.org/10.1016/j.techfore.2021.121201 DOI: https://doi.org/10.1016/j.techfore.2021.121201

Dineen-Griffin, S., Garcia-Cardenas, V., Williams, K., & Benrimoj, S. I. (2019). Helping patients help themselves: A systematic review of self-management support strategies in primary health care practice. PLoS ONE, 14(8). https://doi.org/10.1371/journal.pone.0220116 DOI: https://doi.org/10.1371/journal.pone.0220116

Ellis, B. J., Bianchi, J., Griskevicius, V., & Frankenhuis, W. E. (2017). Beyond Risk and Protective Factors: An Adaptation-Based Approach to Resilience. Perspectives on Psychological Science, 12(4), 561–587. https://doi.org/10.1177/1745691617693054 DOI: https://doi.org/10.1177/1745691617693054

Emmer, A. (2018). Geographies and scientometrics of research on natural hazards. Geosciences, 8(10), 382. https://doi.org/10.3390/geosciences8100382 DOI: https://doi.org/10.3390/geosciences8100382

Erol, S., Jäger, A., Hold, P., Ott, K., & Sihn, W. (2016). Tangible Industry 4.0: A Scenario-Based Approach to Learning for the Future of Production. Procedia CIRP, 54, 13–18. https://doi.org/10.1016/j.procir.2016.03.162 DOI: https://doi.org/10.1016/j.procir.2016.03.162

Flynn, A. B., Orgill, M., Ho, F. M., York, S., Matlin, S. A., Constable, D. J. C., & Mahaffy, P. G. (2019). Future Directions for Systems Thinking in Chemistry Education: Putting the Pieces Together. Journal of Chemical Education, 96(12), 3000–3005. https://doi.org/10.1021/acs.jchemed.9b00637 DOI: https://doi.org/10.1021/acs.jchemed.9b00637

Fruchter, R., Katz, G., & Grey, F. (2018). From technical to tactical, and strategic BIM coordination in support of model-based decision making. In Transforming Engineering Education: Innovative Computer-Mediated Learning Technologies (pp. 173–196). American Society of Civil Engineers (ASCE). https://doi.org/10.1061/9780784414866.ch06 DOI: https://doi.org/10.1061/9780784414866.ch06

Gao, P., Meng, F., Mata, M. N., Martins, J. M., Iqbal, S., Correia, A. B., Dantas, R. M., Waheed, A., Xavier Rita, J., & Farrukh, M. (2021). Trends and future research in electronic marketing: A bibliometric analysis of twenty years. Journal of Theo-retical and Applied Electronic Commerce Research, 16(5), 1667–1679. https://doi.org/10.3390/jtaer16050094 DOI: https://doi.org/10.3390/jtaer16050094

Gao, R. (2015). Incorporating students’ self-designed, research-based analytical chemistry projects into the instrumentation curriculum. Journal of Chemical Education, 92(3), 444–449. https://doi.org/10.1021/ed500502w DOI: https://doi.org/10.1021/ed500502w

Ha, C. T., Thao, T. T. P., Trung, N. T., Huong, L. T. T., Dinh, N. Van, & Trung, T. (2020). A Bibliometric Review of Research on STEM Education in ASEAN: Science Mapping the Literature in Scopus Database, 2000 to 2019. Eurasia Journal of Mathematics, Science and Technology Education, 16(10). https://doi.org/10.29333/ejmste/8500 DOI: https://doi.org/10.29333/ejmste/8500

Hakim, A., Jufri, A. W., & Mutmainnah, P. A. (2020). Understanding the Uniqueness of Artocarpus Flavonoids: Isolation and Structure Elucidation of Cycloartocarpin from the Roots of Artocarpus altilis. Journal of Chemical Education, 97(11), 4133–4136. https://doi.org/10.1021/acs.jchemed.0c00199 DOI: https://doi.org/10.1021/acs.jchemed.0c00199

Hakim, A., Kadarohman, A., & Syah, Y. M. (2016). Making a Natural Product Chemistry Course Meaningful with a Mini Project Laboratory. Journal of Chemical Education, 93(1), 193–196. https://doi.org/10.1021/ed500930s DOI: https://doi.org/10.1021/ed500930s

Holden, G., Rosenberg, G., & Barker, K. (2005). Bibliometrics: A potential decision making aid in hiring, reappointment, tenure and promotion decisions. Social Work in Health Care, 41(3–4), 67–92. https://doi.org/10.1300/J010v41n03_03 DOI: https://doi.org/10.1300/J010v41n03_03

Hooshyar, D., Ahmad, R. B., Yousefi, M., Fathi, M., Horng, S.-J., & Lim, H. (2016). Applying an online game-based formative assessment in a flowchart-based intelligent tutoring system for improving problem-solving skills. Computers and Edu-cation, 94, 18–36. https://doi.org/10.1016/j.compedu.2015.10.013 DOI: https://doi.org/10.1016/j.compedu.2015.10.013

Hooshyar, D., Ahmad, R. B., Yousefi, M., Yusop, F. D., & Horng, S.-J. (2015). A flowchart-based intelligent tutoring system for improving problem-solving skills of novice programmers. Journal of Computer Assisted Learning, 31(4), 345–361. https://doi.org/10.1111/jcal.12099 DOI: https://doi.org/10.1111/jcal.12099

Huang, C., Yang, C., Wang, S., Wu, W., Su, J., & Liang, C. (2020). Evolution of topics in education research: a systematic review using bibliometric analysis. Educational Review, 72(3), 281–297. https://doi.org/10.1080/00131911.2019.1566212 DOI: https://doi.org/10.1080/00131911.2019.1566212

Jauhariyah, M. N. R., Prahani, B. K., Syahidi, K., Deta, U. A., Lestari, N. A., & Hariyono, E. (2021). ESD for physics: How to infuse education for sustainable development (ESD) to the physics curricula? Journal of Physics: Conference Series, 1747(1). https://doi.org/10.1088/1742-6596/1747/1/012032 DOI: https://doi.org/10.1088/1742-6596/1747/1/012032

Karakus, M., Ersozlu, A., & Clark, A. C. (2019). Augmented reality research in education: A bibliometric study. Eurasia Journal of Mathematics, Science and Technology Education, 15(10). https://doi.org/10.29333/ejmste/103904 DOI: https://doi.org/10.29333/ejmste/103904

Kazancoglu, Y., & Ozkan-Ozen, Y. D. (2018). Analyzing Workforce 4.0 in the Fourth Industrial Revolution and proposing a road map from operations management perspective with fuzzy DEMATEL. Journal of Enterprise Information Management, 31(6), 891–907. https://doi.org/10.1108/JEIM-01-2017-0015 DOI: https://doi.org/10.1108/JEIM-01-2017-0015

Kegler, S. R., Stone, D. M., & Holland, K. M. (2017). Trends in suicide by level of Urbanization – United states, 1999-2015. Morbidity and Mortality Weekly Report, 66(10), 270–273. https://doi.org/10.15585/mmwr.mm6610a2 DOI: https://doi.org/10.15585/mmwr.mm6610a2

Kipper, L. M., Iepsen, S., Dal Forno, A. J., Frozza, R., Furstenau, L., Agnes, J., & Cossul, D. (2021). Scientific mapping to identify competencies required by industry 4.0. Technology in Society, 64, 101454. https://doi.org/10.1016/j.techsoc.2020.101454 DOI: https://doi.org/10.1016/j.techsoc.2020.101454

Kwok, P. M. H., & Hodgson, P. (2017). Practicing decision making: Using flowcharts with twenty-first-century marketers. In-ternational Journal of Pedagogy and Curriculum, 24(2), 1–14. https://doi.org/10.18848/2327-7963/CGP/v24i02/1-14 DOI: https://doi.org/10.18848/2327-7963/CGP/v24i02/1-14

Laurie, R., Nonoyama-Tarumi, Y., Mckeown, R., & Hopkins, C. (2016). Contributions of Education for Sustainable Develop-ment (ESD) to Quality Education: A Synthesis of Research. Journal of Education for Sustainable Development, 10(2), 226–242. https://doi.org/10.1177/0973408216661442 DOI: https://doi.org/10.1177/0973408216661442

Liao, H., Mi, X., & Xu, Z. (2020). A survey of decision-making methods with probabilistic linguistic information: bibliometrics, preliminaries, methodologies, applications and future directions. Fuzzy Optimization and Decision Making, 19, 81–134. https://doi.org/10.1007/s10700-019-09309-5 DOI: https://doi.org/10.1007/s10700-019-09309-5

Lieber, L. S., Ibraj, K., Caspari-Gnann, I., & Graulich, N. (2022). Students’ Individual Needs Matter: A Training to Adaptively Address Students’ Argumentation Skills in Organic Chemistry. Journal of Chemical Education, 99(7), 2754–2761. https://doi.org/10.1021/acs.jchemed.2c00213 DOI: https://doi.org/10.1021/acs.jchemed.2c00213

Lieder, F., & Griffiths, T. L. (2019). Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources. Behavioral and brain sciences, 43, e1. https://doi.org/10.1017/S0140525X1900061X DOI: https://doi.org/10.1017/S0140525X1900061X

Liu, S., Chan, F. T. S., & Ran, W. (2016). Decision making for the selection of cloud vendor: An improved approach under group decision-making with integrated weights and objective/subjective attributes. Expert Systems with Applications, 55, 37–47. https://doi.org/10.1016/j.eswa.2016.01.059 DOI: https://doi.org/10.1016/j.eswa.2016.01.059

Macduff, C., Stephen, A., & Taylor, R. (2016). Decision precision or holistic heuristic?: Insights on on-site selection of student nurses and midwives. Nurse Education in Practice, 16(1), 40–46. https://doi.org/10.1016/j.nepr.2015.06.008 DOI: https://doi.org/10.1016/j.nepr.2015.06.008

Maditati, D. R., Munim, Z. H., Schramm, H. J., & Kummer, S. (2018). A review of green supply chain management: From bibliometric analysis to a conceptual framework and future research directions. Resources, Conservation and Recycling, 139, 150-162. https://doi.org/10.1016/j.resconrec.2018.08.004 DOI: https://doi.org/10.1016/j.resconrec.2018.08.004

Masitoh, P. N. A., Latifah, S., Saregar, A., Aziz, A., & Jamaluddin, W. (2021). Bibliometric analysis of physics problem solving. Journal of Physics: Conference Series, 1796(1), 12009. https://doi.org/10.1088/1742-6596/1796/1/012009 DOI: https://doi.org/10.1088/1742-6596/1796/1/012009

Méndez, B. E. P., Calleros, J. M. G., Garciá, C. A. R., & Garciá, J. G. (2020). Fuzzy Models for Implementation of the Deci-sion-Making Module in Networked Didactic Prototypes. Computacion y Sistemas, 24(2), 539–551. https://doi.org/10.13053/CyS-24-2-3378 DOI: https://doi.org/10.13053/cys-24-2-3378

Molokhina, G. A., Pishchik, V. I., & Fomin, A. (2021). Features of critical thinking of individual entrepreneurs with different levels of self-regulation. International Journal of Cognitive Research in Science, Engineering and Education, 9(2), 253–264. https://doi.org/10.23947/2334-8496-2021-9-2-253-264 DOI: https://doi.org/10.23947/2334-8496-2021-9-2-253-264

Nasri, N. M., Nasri, N., & Talib, M. A. A. (2020). Physics teachers’ perceptions on sustainable physics education. Journal of Baltic Science Education, 19(4), 569–582. https://doi.org/10.33225/jbse/20.19.569 DOI: https://doi.org/10.33225/jbse/20.19.569

Opstoel, K., Chapelle, L., Prins, F. J., De Meester, A., Haerens, L., van Tartwijk, J., & De Martelaer, K. (2020). Personal and social development in physical education and sports: A review study. European Physical Education Review, 26(4), 797–813. https://doi.org/10.1177/1356336X19882054 DOI: https://doi.org/10.1177/1356336X19882054

Orgill, M., York, S., & Mackellar, J. (2019). Introduction to Systems Thinking for the Chemistry Education Community. Journal of Chemical Education, 96(12), 2720–2729. https://doi.org/10.1021/acs.jchemed.9b00169 DOI: https://doi.org/10.1021/acs.jchemed.9b00169

Pacheco-Velázquez, E. A., Vázquez-Parra, J. C., Cruz-Sandoval, M., Salinas-Navarro, D. E., & Carlos-Arroyo, M. (2023). Business Decision-Making and Complex Thinking: A Bibliometric Study. Administrative Sciences, 13(3), 80. https://doi.org/10.3390/admsci13030080 DOI: https://doi.org/10.3390/admsci13030080

Pertl, M.-T., Zamarian, L., & Delazer, M. (2017). Reasoning and mathematical skills contribute to normatively superior decision making under risk: evidence from the game of dice task. Cognitive Processing, 18(3), 249–260. https://doi.org/10.1007/s10339-017-0813-x DOI: https://doi.org/10.1007/s10339-017-0813-x

Proctor, T. (2010). Creative problem solving for managers: developing skills for decision making and innovation. Routledge.

Saab, M. M., Hegarty, J., Murphy, D., & Landers, M. (2021). Incorporating virtual reality in nurse education: a qualitative study of nursing students’ perspectives. Nurse Education Today, 105, 105045. https://doi.org/10.1016/j.nedt.2021.105045 DOI: https://doi.org/10.1016/j.nedt.2021.105045

Saregar, A., Sunyono, Haenilah, E. Y., Hariri, H., Putra, F. G., Diani, R., Misbah, & Umam, R. (2022). Natural Disaster Educa-tion in School: A Bibliometric Analysis with a Detailed Future Insight Overview. International Journal of Educational Methodology, 8(4), 743–757. https://doi.org/10.12973/ijem.8.4.743 DOI: https://doi.org/10.12973/ijem.8.4.743

Secinaro, S., Brescia, V., Calandra, D., & Biancone, P. (2020). Employing bibliometric analysis to identify suitable business models for electric cars. Journal of Cleaner Production, 264, 121503. https://doi.org/10.1016/j.jclepro.2020.121503 DOI: https://doi.org/10.1016/j.jclepro.2020.121503

Secinaro, S., Calandra, D., Secinaro, A., Muthurangu, V., & Biancone, P. (2021). The role of artificial intelligence in healthcare: a structured literature review. BMC medical informatics and decision making, 21, 1-23. https://doi.org/10.1186/s12911-021-01488-9 DOI: https://doi.org/10.1186/s12911-021-01488-9

Sedwick, V., Leal, A., Turner, D., & Bakarr Kanu, A. (2018). Quantitative Determination of Aluminum in Deodorant Brands: A Guided Inquiry Learning Experience in Quantitative Analysis Laboratory. Journal of Chemical Education, 95(3), 451–455. https://doi.org/10.1021/acs.jchemed.7b00336 DOI: https://doi.org/10.1021/acs.jchemed.7b00336

Shultz, G. V, & Li, Y. (2016). Student Development of Information Literacy Skills during Problem-Based Organic Chemistry Laboratory Experiments. Journal of Chemical Education, 93(3), 413–422. https://doi.org/10.1021/acs.jchemed.5b00523 DOI: https://doi.org/10.1021/acs.jchemed.5b00523

Silvianty, A., Suhandi, A., & Setiawan, W. (2019). Video supported critical thinking test in the kinetic theory of gases: Validity and reliability. In P. I., A. R.R., S. null, S. null, N. A.B.D., & A. A.G. (Eds.), Journal of Physics: Conference Series (Vol. 1157, Issue 3). Institute of Physics Publishing. https://doi.org/10.1088/1742-6596/1157/3/032052 DOI: https://doi.org/10.1088/1742-6596/1157/3/032052

Suprapto, N., Sukarmin, S., Puspitawati, R. P., Erman, E., Savitri, D., Ku, C. H., & Mubarok, H. (2021). Research trend on TPACK through bibliometric analysis (2015-2019). International Journal of Evaluation and Research in Education, 10(4), 1375–1385. https://doi.org/10.11591/IJERE.V10I4.22062 DOI: https://doi.org/10.11591/ijere.v10i4.22062

Suseelan, M., Chew, C. M., & Chin, H. (2022). Research on mathematics problem solving in elementary education conducted from 1969 to 2021: A bibliometric review. International Journal of Education in Mathematics, Science, and Technology (IJEMST), 10(4), 1003-1029. https://doi.org/10.46328/ijemst.2198 DOI: https://doi.org/10.46328/ijemst.2198

Torres, D., Pimentel, C., & Matias, J. C. (2023). Characterization of Tasks and Skills of Workers, Middle and Top Managers in the Industry 4.0 Context. Sustainability, 15(8), 6981. https://doi.org/10.3390/su15086981 DOI: https://doi.org/10.3390/su15086981

Tripon, A. (2014). Innovative Technology for Sustainable Development of Human Resource Using Non-formal and Informal Education. Procedia Technology, 12, 598–603. https://doi.org/10.1016/j.protcy.2013.12.535 DOI: https://doi.org/10.1016/j.protcy.2013.12.535

Tsai, M. N., Liao, Y. F., Chang, Y. L., & Chen, H. C. (2020). A brainstorming flipped classroom approach for improving students’ learning performance, motivation, teacher-student interaction and creativity in a civics education class. Thinking Skills and Creativity, 38(July), 100747. https://doi.org/10.1016/j.tsc.2020.100747 DOI: https://doi.org/10.1016/j.tsc.2020.100747

UNESCO. (2012). Education for Sustainable Development in Action. In United Nations Educational, Scientific and Cultural Organization.

Van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scien-tometrics, 84(2), 523–538. https://doi.org/10.1007/s11192-009-0146-3 DOI: https://doi.org/10.1007/s11192-009-0146-3

Van Eck, N. J., & Waltman, L. (2012). Manual for VOSviewer version 1.5.2. Leiden Univeristy, September, 1–28. http://www.vosviewer.com/documentation/Manual_VOSviewer_1.5.4.pdf

Vílchez-Román, C., Sanguinetti, S., & Mauricio-Salas, M. (2021). Applied bibliometrics and information visualization for deci-sion-making processes in higher education institutions. Library Hi Tech, 39(1), 263–283. https://doi.org/10.1108/LHT-10-2019-0209 DOI: https://doi.org/10.1108/LHT-10-2019-0209

Wilson, M. V, & Wilson, E. (2017). Authentic performance in the instrumental analysis laboratory: Building a visible spectro-photometer prototype. Journal of Chemical Education, 94(1), 44–51. https://doi.org/10.1021/acs.jchemed.6b00515 DOI: https://doi.org/10.1021/acs.jchemed.6b00515

York, S., Lavi, R., Dori, Y. J., & Orgill, M. (2019). Applications of Systems Thinking in STEM Education. Journal of Chemical Education, 96(12), 2742–2751. https://doi.org/10.1021/acs.jchemed.9b00261 DOI: https://doi.org/10.1021/acs.jchemed.9b00261

York, S., & Orgill, M. (2020). ChEMIST Table: A Tool for Designing or Modifying Instruction for a Systems Thinking Approach in Chemistry Education. Journal of Chemical Education, 97(8), 2114–2129. https://doi.org/10.1021/acs.jchemed.0c00382 DOI: https://doi.org/10.1021/acs.jchemed.0c00382

Zhang, L., Carter, R. A., Qian, X., Yang, S., Rujimora, J., & Wen, S. (2022). Academia’s responses to crisis: A bibliometric analysis of literature on online learning in higher education during COVID-19. British Journal of Educational Technology, 53(3), 620–646. https://doi.org/10.1111/bjet.13191 DOI: https://doi.org/10.1111/bjet.13191

Zupic, I., & Čater, T. (2015). Bibliometric Methods in Management and Organization. Organizational Research Methods, 18(3), 429–472. https://doi.org/10.1177/1094428114562629 DOI: https://doi.org/10.1177/1094428114562629

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2023-12-20

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Ubaidillah, M., Marwoto, P., Wiyanto, W., & Subali, B. (2023). Problem Solving and Decision-Making Skills for ESD: A Bibliometric Analysis. International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 11(3), 401–415. https://doi.org/10.23947/2334-8496-2023-11-3-401-415

Metrics

Plaudit

Received 2023-09-03
Accepted 2023-11-16
Published 2023-12-20