Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences
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1 School of Applied Educational Science and Teacher Education, University of Eastern Finland, Joensuu, FINLAND* Corresponding Author
Abstract
In recent years, educational reforms have made scientific literacy a major priority because of its increasing importance in today’s dynamic world. Program for international student assessment 2015 evaluated scientific literacy from 72 countries, and Lebanon ranked 65th. Scientific literacy levels among Lebanese secondary school students and gender differences are unknown. This study fills this research gap. A total of 130 students from Lebanon’s private secondary schools were involved in this research. Scientific literacy levels were assessed using an instrument developed by Gormally et al. (2012), who conceptualized nine science competencies contributing to scientific literacy including understanding research designs, creating and interpreting graphs, and solving quantitative problems. Welch’s ANOVA and Mann-Whitney U tests were used to analyze the data. Lebanese secondary school students have very low scientific literacy levels, and no significant difference was observed between genders. We present recommendations for adding desired skills to the curriculum based on a review of the underlying factors.
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Article Type: Research Article
EURASIA J Math Sci Tech Ed, Volume 20, Issue 3, March 2024, Article No: em2407
https://doi.org/10.29333/ejmste/14279
Publication date: 01 Mar 2024
Online publication date: 26 Feb 2024
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Open Access References How to cite this articleReferences
- AAAS. (1990). Science for all Americans. Oxford University Press.
- AAAS. (1993). Science for all Americans online. American Association for the Advancement of Science. www.aaas.org
- AAAS. (2010). Vision and change: A call to action. American Association for the Advancement of Science. https://www.aaas.org/sites/default/files/content_files/VC_report.pdf
- Adnan, A., Usman, U., & Bahri, A. (2021). Scientific literacy skills of students: Problem of biology teaching in junior high school in south Sulawesi, Indonesia. International Journal of Instruction, 14(3), 847-860. https://doi.org/10.29333/iji.2021.14349a
- Aikenhead, G. S. (2006). Science education for everyday life: Evidence-based practice. Teachers College Press.
- Anaeto, F. C., Asiabaka, C. C., Ani, A. O., Nnadi, F. N., Ugwoke, F. O., Asiabaka, I. P., Anaeto, C. A., & Ihekeronye, N. (2016). The roles of science and technology in national development. Direct Research Journal of Social Science and Educational Studies, 3(3), 38-43.
- Andriani, S., Sukarmin, S., & Masykuri, M. (2021). Development of electronic modules (e-modules) based on guided inquiry on temperature and heat materials to improve students’ science literacy. Jurnal Penelitian Pendidikan IPA [Journal of Science Education Research], 7, 281-287. https://doi.org/10.29303/jppipa.v7iSpecialIssue.1234
- Arbid, E., Samir, S., & Tairab, H. H. (2020). Science teachers’ views about inclusion of socio-scientific issues in UAE science curriculum and teaching. International Journal of Instruction, 13(2), 733-748. https://doi.org/10.29333/iji.2020.13250a
- Arfiati, U. U. U., & Rachmaniah, M. H. (2019). Analysis of science literacy capabilities through development test of scientific literacy skills (TOSLS) integrated internet of things (IOT) technology. Universitas Islam Lamongan [Lamongan Islamic University], 1(2). https://doi.org/10.30736/seaj.v1i2.129
- Arikunto, S. (2005). Dasar evaluasi pendidikan [Basics of educational evaluation]. Bumi Aksara.
- Arikunto, S. (2013). Dasar evaluasi pendidikan [Basics of educational evaluation]. Bumi Aksara.
- Bahous, R., & Nabhani, M. (2008). Improving schools for social justice in Lebanon. Improving Schools, 11, 127-141. https://doi.org/10.1177/1365480208091105
- Baker, D., & Taylor, P. C. (1995). The effect of culture on the learning of science in non‐western countries: The results of an integrated research review. International Journal of Science Education, 17(6), 695-704. https://doi.org/10.1080/0950069950170602
- Baltikian, M. (2021). Prospective teachers’ levels of scientific literacy and climate change awareness [Unpublished master’s thesis]. Lebanese American University.
- Blake, C. (2017). Understanding scientific literacy. Concordia University Nebraska.
- BouJaoude, S. (2002). Balance of scientific literacy themes in science curricula: The case of Lebanon. International Journal of Science Education, 24(2), 139–156. https://doi.org/10.1080/09500690110066494
- Bybee, R. W. (1997). Achieving scientific literacy: From purposes to practices. Heinemann.
- Bybee, R. W. (2008). Scientific literacy, environmental issues, and PISA 2006: The 2008 Paul F-Brandwein lecture. Journal of Science Education and Technology, 17(6), 566-585. https://doi.org/10.1007/s10956-008-9124-4
- Caselman, T. D., Self, A. L., & Self, P. A. (2006). Adolescent attributes contributing to the imposter phenomenon. Journal of Adolescence, 29(3), 395-405. https://doi.org/10.1016/j.adolescence.2005.07.003
- Chiappetta, E. L., Fillman, D. A., & Sethna, G. H. (1991). A method to quantify major themes of scientific literacy in science textbooks. Journal of Research Science Teaching, 28(8), 713-725. https://doi.org/10.1002/tea.3660280808
- Chih-Yang, C., Shih-Chun, Y., Chia-Sung, Y., & Shun, L. Y. (2012). A survey of science literacy level for senior high school students in Taiwan. In M. Zhu (Eds.), Business, economics, financial sciences, and management, advances in intelligent and soft computing. Springer. https://doi.org/10.1007/978-3-642-27966-9_7
- Choi, K., Lee, H., Shin, N., Kim, S. W., & Krajcik, J. (2011). Re-conceptualization of scientific literacy in South Korea for the 21st century. Journal of Research in Science Teaching, 48(6), 670-697. https://doi.org/10.1002/tea.20424
- Čipková, E., Karolčík, Š., & Scholzová, L. (2020). Are secondary school graduates prepared for the studies of natural sciences?–Evaluation and analysis of the result of scientific literacy levels achieved by secondary school graduates. Research in Science & Technological Education, 38(2), 146-167. https://doi.org/10.1080/02635143.2019.1599846
- Dani, D. (2009). Scientific literacy and purposes for teaching science: A case study of Lebanese private school teachers. International Journal of Environmental and Science Education, 4(3), 289-299. https://files.eric.ed.gov/fulltext/EJ884398.pdf
- DeBoer, G. E. (2000). Scientific literacy: Another look at its historical and contemporary meanings and its relationship to science education reform. Journal of Research in Science Teaching, 37(6), 582-601. https://doi.org/10.1002/1098-2736(200008)37:6<582::AID-TEA5>3.0.CO;2-L
- Diana, S., Rachmatulloh, A., & Rahmawati, E. S. (2015). High school students’ scientific literacy profile based on scientific literacy assessments (SLA) instruments. In Proceeding of Biology Education Conference: Biology, Science, Environmental, and Learning (pp. 285-291). https://doi.org/10.1063/1.4941194
- Downing, K., Chan, S. W., Downing, W. K., Kwong, T., & Lam, T. F. (2008). Measuring gender differences in cognitive functioning. Multicultural Education & Technology Journal, 2(1), 4-18. https://doi.org/10.1108/17504970810867124
- Feinstein, N. W., Allen, S., & Jenkins, E. (2013). Outside the pipeline: Reimagining science education for nonscientists. Science, 340, 314-317. https://doi.org/10.1126/science.1230855
- Fernández, G. E. A., López-Banet, L., & Ruiz-Vidal, A. (2022). Students’ performance in the scientific skills during secondary education. EURASIA Journal of Mathematics, Science and Technology Education, 18(10), em2165. https://doi.org/10.29333/ejmste/12444
- Firdaus, L., Ibrohim, I., Lestari, S. R., Masiah, M., Primawati, S. N., & Hunaepi, H. (2023). A quantitative study on the scientific literacy skills of prospective biology teachers. Jurnal Penelitian Pendidikan IPA [Journal of Science Education Research], 9(1), 80-86. https://doi.org/10.29303/jppipa.v9i1.1891
- Genc, M. (2014). The project-based learning approach in environmental education. International Research in Geographical and Environmental Education, 24(2), 105-117. https://doi.org/10.1080/10382046.2014.993169
- Ghazvini, S. D., & Khajehpour, M. (2011). Gender differences in factors affecting academic performance of high school students. Procedia-Social and Behavioral Sciences, 15, 1040-1045. https://doi.org/10.1016/j.sbspro.2011.03.236
- Glazer, N. (2011). Challenges with graph interpretation: A review of the literature. Studies in Science Education, 47(2), 183-210. https://doi.org/10.1080/03057267.2011.605307
- Gormally, C., Brickman, P., & Lutz, M. (2012). Developing a test of scientific literacy skills (TOSLS): Measuring undergraduates’ evaluation of scientific information and arguments. CBE–Life Sciences Education, 11(4), 364-377. https://doi.org/10.1187/cbe.12-03-0026
- Gurria, A. (2016). PISA 2015 results in focus. PISA in Focus, 67, 1. https://doi.org/10.1787/22260919
- Hahn, I., Schöps, K., Rönnebeck, S., Martensen, M., Hansen, S., Saß, S.,Dalehefte, I. M., & Prenzel, M. (2013). Assessing scientific literacy over the lifespan-A description of the NEPS science framework and the test development. Journal for Educational Research Online, 5(2), 110-138. https://www.pedocs.de/volltexte/2013/8427/pdf/JERO_2013_2_Hahn_et_al_Assessing_scientific_literacy.pdf
- Haleem, A., Javaid, M., Qadri, M. A., & Suman, R. (2022). Understanding the role of digital technologies in education: A review. Sustainable Operations and Computers, 3, 275-285. https://doi.org/10.1016/j.susoc.2022.05.004
- Harlen, W. (2010). Principles and big ideas of science education. Ashford Color Press.
- Holbrook, J., & Rannikmae, M. (2009). The meaning of scientific literacy. International Journal of Environmental and Science Education, 4(3), 275-288. https://files.eric.ed.gov/fulltext/EJ884397.pdf
- Hurd, P. D. (1998). Scientific literacy: New minds for a changing world. Science Education, 82(3), 407-416. https://doi.org/10.1002/(SICI)1098-237X(199806)82:3<407::AID-SCE6>3.0.CO;2-G
- Ibe, E. (2013). Effects of constructivist instructional model on scientific literacy levels and interest in science among upper basic level students [Unpublished PhD thesis]. University of Nigeria, Nsukka.
- Ibe, E., Nwosu, A. A., Obi, C. N., & Nwoye, M. N. (2016). Gender and levels of attainment of scientific literacy among students under constructivist instructional model. International Journal of Engineering Science & Research Technology, 5(7), 81-90.
- Ibrahim, M. (2000). Pembelajaran kooperatif [Cooperative learning]. UNESA University Press.
- Ige U., & Arowolo, J. (2003). Effects of hypothetico-deductive approach on JS 3 students’ achievement in integrated science. Journal of Science Teacher Association of Nigeria, 38, 39-45.
- Jacobsen, T., Bobish, G., Bernnard, D., Bullis, D., Hecker, J., Holden, I., Hosier, A., Jacobson, T., & Loney, T. (2014). The information literacy user’s guide: An open, online textbook. Open Textbook Library.
- Jarrar, S. A., Mikati, J. F., & Massialas, B. G. (1988). World education encyclopedia. Facts on File Publications.
- Julien, H., & Barker, S. (2009). How high-school students find and evaluate scientific information: A basis for information literacy skills development. Library & Information Science Research, 31(1), 12-17. https://doi.org/10.1016/j.lisr.2008.10.008
- Kinslow, A. T., Sadler, T. D., & Nguyen, H. T. (2019). Socio-scientific reasoning and environmental literacy in a field-based ecology class. Environmental Education Research, 25(3), 388-410. https://doi.org/10.1080/13504622.2018.1442418
- Koballa, T., Kemp, A., & Evans, R. (1997). The spectrum of scientific literacy: An in-depth look at what it means to be scientifically literate. The Science Teacher, 64(7), 27-31.
- Kutner, M., Greenberg, E., Jin, Y., Boyle, B., Hsu. Y., & Dunleavy, E. (2007). Literacy in everyday life: Results from the 2003 national assessment of adult literacy (NCES 2007-480). National Center for Education Statistics.
- Laugksch, R. C. (2000). Scientific literacy: A conceptual overview. Science Education, 84(1), 71-94. https://doi.org/10.1002/(SICI)1098-237X(200001)84:13.0.CO;2-C
- Leonard, W. H., Speziale, B. J., & Penick, J. E. (2001). Performance assessment of a standards-based high school biology curriculum. The American Biology Teacher, 63(5), 310-316. https://doi.org/10.2307/4451117
- Liliana, C., & Lavinia, H. (2011). Gender differences in metacognitive skills. A study of the 8th grade pupils in Romania. Procedia-Social and Behavioral Sciences, 29, 396-401. https://doi.org/10.1016/j.sbspro.2011.11.255
- Linder, C., Östman, L., & Wickman, P. O. (2007, May). Promoting scientific literacy: Science education research in transaction [Paper presentation]. The Linnaeus Tercentenary Symposium.
- Madu, B. C. (2004). Effects of constructivist-based instructional model on students’ conceptual change and retention in physics. University of Nigeria.
- Matthews, M. R. (2012). Time for science education: How teaching the history and philosophy of pendulum motion can contribute to science literacy. Springer.
- Merta, I. W., Artayasa, I. P., Kusmiyati, K., Lestari, N., & Setiadi, D. (2020). Profil literasi sains dan model pembelajaran dapat meningkatkan kemampuan literasi sains [Scientific literacy profiles and learning models can improve scientific literacy abilities]. Jurnal PIJAR MIPA [PIJAR MIPA Journal], 15(3), 223-228. https://doi.org/10.29303/jpm.v15i3.1889
- Miller, J. (2006). Civic scientific literacy in Europe and the United States [Paper presentation]. The Annual Meeting of the World Association for Public Opinion Research.
- Miller, J. D. (1998). The measurement of civic scientific literacy. Public Understanding of Science, 7(3), 203. https://doi.org/10.1088/0963-6625/7/3/001
- Mukti, W. R., Yuliskurniawati, I. D., Noviyanti, N. I., Mahanal, S., & Zubaidah, S. (2019). A survey of high school students’ scientific literacy skills in different gender. Journal of Physics: Conference Series, 1241, 012043. https://doi.org/10.1088/1742-6596/1241/1/012043
- Mun, K., Shin, N., Lee, H., Kim, S.-W., Choi, K., Choi, S. Y., & Krajcik, J. S. (2015). Korean secondary students’ perception of scientific literacy as global citizens: Using global scientific literacy questionnaire. International Journal of Science Education, 37(11), 1739-1766. https://doi.org/10.1080/09500693.2015.1045956
- Mutmainah, M., Taruh, E., Abbas, N., & Umar, M. K. (2019). The influence of blended learning-based guided inquiry learning model and self-efficacy on students’ scientific literacy. European Journal of Education Studies, 6(6). https://oapub.org/edu/ index.php/ejes/article/viewFile/2640/5277
- Naikoo, A. A., Thakur, S. S., Guroo, T. A., & Lone, A. A. (2018). Development of society under the modern technology-a review. Scholedge International Journal of Business Policy & Governance, 5(1), 1-8. https://doi.org/10.19085/journal.sijbpg050101
- National Center for Educational Research and Development (NCERD). (1995). Lebanese national curriculum. Beirut.
- Norris, S. P., & Phillips, L. M. (2003). How literacy in its fundamental sense is central to scientific literacy. Science Education, 87(2), 224-240. https://doi.org/10.1002/sce.10066
- NRC. (1996). National science education standards. National Academic Press.
- NRC. (2003). BIO2010: Transforming undergraduate education for future research biologists. National Academies Press.
- Nwagbo, C. (2006). Effects of two teaching methods on the achievement in and attitude to biology of students of different levels of scientific literacy. International Journal of Educational Research, 45, 216-229. https://doi.org/10.1016/j.ijer.2006.11.004
- Odegaard, M., Haug, B., Mork, S., & Sorvik, G. O. (2015). Budding science and literacy. A classroom video study of the challenges and support in an integrated inquiry and literacy teaching model. Procedia-Social and Behavioral Sciences, 167, 274-278. https://doi.org/10.1016/j.sbspro.2014.12.674
- OECD. (2003). PISA 2003 assessment framework–Mathematics, reading, science and problem-solving knowledge and skills. Organization for Economic Co-operation and Development. https://www.oecd.org/education/school/programmeforinternationalstudentassessmentpisa/33694881.pdf
- OECD. (2009). Equally prepared for life? How 15-year-old boys and girls perform in school. Organization for Economic Co-operation and Development. https://www.oecd.org/
- OECD. (2016). PISA 2015: Assessment and analytical framework–Key competencies in reading, mathematics and science. OECD Publishing.
- OECD. (2017). The pursuit of gender equality: An uphill battle. OECD Publishing.
- OECD. (2018). PISA 2015 assessment and analytical framework–Science, reading, mathematic, financial literacy and collaborative problem-solving. OECD Publishing. https://doi.org/10.1787/9789264281820-en
- OECD. (2023a). PISA 2022 results (volume II): Learning during–and from–disruption. OECD Publishing. https://doi.org/10.1787/a97db61c-en
- OECD. (2023b). “What is PISA?”. In PISA 2022 results (volume II): Learning during–and from–disruption. OECD Publishing. https://doi.org/10.1787/cf6e5a77-en
- Ogan-Bekiroglu, F. (2007). To what degree do currently used physics textbooks meet the expectations? Journal of Science Teacher Education, 18, 599-628. https://doi.org/10.1007/s10972-007-9045-8
- PISA. (2018). National report-CERD 2018. Program for International Students Assessment. https://www.crdp.org/sites/default/files/crdpcontent/files/201901291059523.pdf
- Pratiwi, M. K., Kuntjoro, S., Sunarti, T., & Budiyanto, M. (2023). TOSLS cognitive instrument to measure students’ scientific literacy abilities. International Journal of Recent Educational Research, 4(6), 819-826. https://doi.org/10.46245/ijorer.v4i6.432
- Propsom, P. M., Tobin, W. M., & Roberts, J. R. (2023). Test of scientific literacy skills (TOSLS) indicates limited scientific thinking gains as a result of science and mathematics general education. Interdisciplinary Faculty Scholarship. https://scholarship.depauw.edu/interdisciplinary_facpubs/1
- Ramnarain, U. D., & Chanetsa, T. (2016). An analysis of South African grade 9 natural sciences textbooks for their representation of nature of science. International Journal of Science Education, 38, 922-933. https://doi.org/10.1080/09500693.2016.1167985
- Rodriguez, A. J., Mark, S., & Nazar, C. R. (2022). Gazing inward in support of critical scientific literacy. Journal of Science Teacher Education, 33(2), 125-130. https://doi.org/10.1080/1046560X.2021.2009973
- Rodzalan, S. A., & Saat, M. M. (2015). The perception of critical thinking and problem solving skill among Malaysian undergraduate students. Procedia-Social and Behavioral Sciences, 172, 725-732. https://doi.org/10.1016/j.sbspro.2015.01.425
- Rundgren, C. J., Rundgren, S. N. C., Tseng, Y.H., Lin, P. L., & Chang, C. Y. (2012). Are you SLiM? Developing an instrument for civic scientific literacy measurement (SLiM) based on media coverage. Public Understanding of Science, 21(6), 759-773. https://doi.org/10.1177/0963662510377562
- Samuels, M. L., Witmer, J. A., & Schaffner, A. A. (2016). Statistics for the life sciences. Pearson.
- Saraswati, Y., Indana, S., & Sudibyo, E. (2021). Science literacy profile of junior high school students based on knowledge, competences, cognitive, and context aspects. International Journal of Recent Educational Research, 2(3), 329-341. https://doi.org/10.46245/ijorer.v2i3.118
- Schleicher, A. (2009). Securing quality and equity in education: Lessons from PISA. Prospects, 39(3), 251-263. https://doi.org/10.1007/s11125-009-9126-x
- Segarra, V. A., Hughes, N. M., Ackerman, K. M., Grider, M. H., Lyda, T., & Vigueira, P. A. (2018). Student performance on the test of scientific literacy skills (TOSLS) does not change with assignment of a low-stakes grade. BMC Research Notes, 11, 422. https://doi.org/10.1186/s13104-018-3545-9
- Shahzadi, I., & Nasreen, A. (2020). Assessing scientific literacy levels among secondary school science students of District Lahore. Bulletin of Education and Research, 42(3), 1-21. https://files.eric.ed.gov/fulltext/EJ1291080.pdf
- Shapin, S. (1998). The scientific revolution. University of Chicago Press.
- Sharon, A. J., & Baram‐Tsabari, A. (2020). Can science literacy help individuals identify misinformation in everyday life? Science Education, 104(5), 873-894. https://doi.org/10.1002/sce.21581
- Solli, A. (2021). Appeals to science: Recirculation of online claims in socio-scientific reasoning. Research in Science Education, 51, 983-1013. https://doi.org/10.10007/s11165-019-09878-w
- UNESCO. (1999). Science for the twenty-first century. A new commitment. United Nations Educational, Scientific and Cultural Organization. https://unesdoc.unesco.org/ark:/48223/pf0000122938
- UNESCO. (2021). Scientific literacy: An imperative for a complex world. United Nations Educational, Scientific and Cultural Organization. https://unes doc.unesco.org/ark:/48223/pf0000377448
- Vasconcelos, C., Cardoso, A., & Vasconcelos, M. L. (2018). Socio-scientific issues and scientific literacy. In Proceedings of the ICERI 2018 (pp. 7500-7505). IATED. https://doi.org/10.21125/iceri.2018.0034
- Wahab, M. N. N. D., Wasis, W., & Yuliani, Y. (2023). Profile of junior high school students’ scientific literacy. International Journal of Recent Educational Research, 4(2), 176-187. https://doi.org/10.46245/ijorer.v4i2.292
- Wilson, C. D., Taylor, J. A., Kowalski, S. M., & Carlson, J. (2010). The relative effects and equity of inquiry-based and commonplace science teaching on students’ knowledge, reasoning, and argumentation. Journal of Research in Science Teaching, 47(3), 276-301. https://doi.org/10.1002/tea.20329
- Wu, Y., & Tsai, C. (2011). High school students’ informal reasoning regarding a socio-scientific issue, with relation to scientific epistemological beliefs and cognitive structures. International Journal of Science Education, 33(3), 371-400. https://doi.org/10.1080/09500690903505661
- Yacoubian, H. A., Al-Khatib, L., & Mardirossian, T. (2017). Analysis of the image of scientists portrayed in the Lebanese national science textbooks. Science & Education, 26, 513-528. https://doi.org/10.1007/s11191-017-9908-0
- Zembylas, M. (2002). The global, the local, and the science curriculum: A struggle for balance in Cyprus. International Journal of Science Education, 24(5), 499-520. https://doi.org/10.1080/09500690110095267
How to cite this article
APA
Baltikian, M., Kärkkäinen, S., & Kukkonen, J. (2024). Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences. Eurasia Journal of Mathematics, Science and Technology Education, 20(3), em2407. https://doi.org/10.29333/ejmste/14279
Vancouver
Baltikian M, Kärkkäinen S, Kukkonen J. Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences. EURASIA J Math Sci Tech Ed. 2024;20(3):em2407. https://doi.org/10.29333/ejmste/14279
AMA
Baltikian M, Kärkkäinen S, Kukkonen J. Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences. EURASIA J Math Sci Tech Ed. 2024;20(3), em2407. https://doi.org/10.29333/ejmste/14279
Chicago
Baltikian, Marina, Sirpa Kärkkäinen, and Jari Kukkonen. "Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences". Eurasia Journal of Mathematics, Science and Technology Education 2024 20 no. 3 (2024): em2407. https://doi.org/10.29333/ejmste/14279
Harvard
Baltikian, M., Kärkkäinen, S., and Kukkonen, J. (2024). Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences. Eurasia Journal of Mathematics, Science and Technology Education, 20(3), em2407. https://doi.org/10.29333/ejmste/14279
MLA
Baltikian, Marina et al. "Assessment of scientific literacy levels among secondary school students in Lebanon: Exploring gender-based differences". Eurasia Journal of Mathematics, Science and Technology Education, vol. 20, no. 3, 2024, em2407. https://doi.org/10.29333/ejmste/14279