Systemic Thinking Skills: Relationship to Epistemological Beliefs and Mathematical Beliefs
Systemic thinking skills are an increasingly important aspect of contemporary life for all students. Therefore, the first aim of the present study was.
- Pub. date: July 15, 2022
- Pages: 1887-1896
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Systemic thinking skills are an increasingly important aspect of contemporary life for all students. Therefore, the first aim of the present study was to investigate the relationship between systemic thinking skills, epistemological beliefs, and mathematical beliefs in a sample of 120 secondary school students aged 16-18 years in Saudi Arabia. The second objective was to examine gender differences in these three variables. Participants answered scales measuring the Systemic Thinking Inventory (STI) and the Mathematical Beliefs Scale (MBS) created by the researcher. Additionally, participants answered the Epistemic Belief Inventory (EBI). Results showed a positive correlation between systemic thinking skills, epistemological beliefs, and mathematical beliefs. In addition, significant differences were found in favor of men on the systemic thinking skills on the holistic vision of the system and systemic synthesis skills subscales and females on the systemic analysis subscale. Significant differences were found in epistemological beliefs. A particular difference was innate knowledge and omniscient authority in favor of males, simple knowledge, certain knowledge, and rapid learning in favor of females. In addition, differences were found for mathematics teacher competence and self-efficacy beliefs in favor of males and the usefulness of learning mathematics, difficulty in mathematics, and enjoyment of mathematics in favor of females. The results are discussed in light of the relevant literature, and suggestions are made.
Keywords: Epistemological beliefs, mathematical beliefs, systemic thinking.
References
Arnold, R. D., & Wade, J. P. (2015). A definition of systems thinking: A systems approach. Procedia Computer Science, 44, 669–678. https://doi.org/10.1016/j.procs.2015.03.050
Arnold, R. D., & Wade, J. P. (2017). A complete set of systems thinking skills. Insight, 20(3), 9–17. https://doi.org/10.1002/inst.12159
Berding, F., Rolf-Wittlake, K., & Buschenlange, J. (2017). Impact of different levels of epistemic beliefs on learning processes and outcomes in vocational educational and training. World Journal of Education, 7(3), 103–114. https://doi.org/10.5430/wje.v7n3p103
Brandstädter, K., Harms, U., & Großschedl, J. (2012). Assessing system thinking through different concept-mapping practices. International Journal of Science Education, 34(14), 2147–2170. https://doi.org/10.1080/09500693.2012.716549
Clarebout, G., Elen, J., Luyten, L., & Bamps, H. (2001). Assessing epistemological beliefs: Schommer’s questionnaire revisited. International Journal of Phytoremediation, 21(1), 53–77. https://doi.org/10.1076/edre.7.1.53.6927
Clements, D., & Sarama, J. (2016). Math, science, and technology in the early grades. Future of Children, 26(2), 75–94. https://doi.org/10.1353/foc.2016.0013
Davis, A., & Stroink, M. (2016). The Relationship between systems thinking and the new ecological paradigm. Systems Research and Behavioral Science, 33(4), 575–586. https://doi.org/10.1002/sres.2371
Di Martino, P., & Zan, R. (2011). Attitude towards mathematics: A bridge between beliefs and emotions. ZDM - International Journal on Mathematics Education, 43(4), 471–482. https://doi.org/10.1007/s11858-011-0309-6
Ertekin, E., Dilmaç, B., Yazici, E., & Peker, M. (2010). The relationship between epistemological beliefs and teaching anxiety in mathematics. Educational Research and Reviews, 5(10), 631–636. https://bit.ly/3P0KyRn
Gallagher, S. (2019). Epistemological differences between gifted and typically developing middle school students. Journal for the Education of the Gifted, 42(2), 164–184. https://doi.org/10.1177/0162353219836924
Gonzales, M. (2020). Systems thinking for supporting students with special needs and disabilities. Springer. https://doi.org/10.1007/978-981-33-4558-4
Hannula, M. S., Di Martino, P., Pantziara, M., Zhang, Q., Morselli, F., Heyd-Metzuyanim, E., & Goldin, G. A. (2016). Attitudes, beliefs, motivation and identity in mathematics education: An overview of the field and future directions. Springer. https://doi.org/10.1007/978-3-319-32811-9
Hester, P. T., & Adams, K. M. (2017). Systemic Decision Making. Fundamentals for Addressing Problems and Messes. Second Edition, Springer. https://doi.org/10.1007/978-3-319-54672-8
Hofer, B. (2004). Epistemological understanding as a metacognitive process: Thinking aloud during online searching. Educational Psychologist, 39(1), 43–55. https://doi.org/10.1207/s15326985ep3901_5
Hughes, P. T. (2016). The Relationship of Mathematics Anxiety, Mathematical Beliefs, and Instructional Practices of Elementary School Teachers [Doctoral dissertation, Georgia State University]. ScholarWorks @ Georgia State University. https://doi.org/10.57709/7947171
Kıbrıslıoğlu, N., & Haser, Ç. (2015). Development of mathematics-related beliefs scale for the 5th grade students in Turkey. CERME 9-Ninth Congress of the European Society for Research in Mathematics Education, Charles University in Prague, Faculty of Education; ERME, Prague, Czech Republic (pp. 1202-1208). Hal-01287345 https://bit.ly/3O1cOCi
Leal-Soto, F., & Ferrer-Urbina, R. (2017). Three-factor structure for epistemic belief inventory: A cross-validation study. PLOS ONE, 12(3), 1–16. https://doi.org/10.1371/journal.pone.0173295
Liu, P. (2010). Are beliefs believable? An investigation of college students’ epistemological beliefs and behavior in mathematics. Journal of Mathematical Behavior, 29(2), 86–98. https://doi.org/10.1016/j.jmathb.2010.05.001
Lodewyk, K. R. (2007). Relations among epistemological beliefs, academic achievement, and task performance in secondary school students. Educational Psychology, 27(3), 307–327. https://doi.org/10.1080/01443410601104080
Moore, S., Komton, V., Adegbite-Adeniyi, C., Dolansky, M., Hardin, H., & Borawski, E. (2018). Development of the systems thinking scale for adolescent behavior change. Western Journal of Nursing Research, 40(3), 375–387. https://doi.org/10.1177/0193945917697219
Randle, J. M. (2014). The systems thinking paradigm and higher order cognitive processes [Master's thesis, Lakehead University]. Lakehead University Library. https://bit.ly/3c1GQs9
Randle, J. M., & Stroink, M. L. (2018). The development and initial validation of the paradigm of systems thinking. Systems Research and Behavioral Science, 35(6), 645–657. https://doi.org/10.1002/sres.2508
Riess, W., & Mischo, C. (2010). Promoting systems thinking through biology lessons. International Journal of Science Education, 32(6), 705–725. https://doi.org/10.1080/09500690902769946
Roesken, B., Hannula, M., & Pehkonen, E. (2011). Dimensions of students’ views of themselves as learners of mathematics. ZDM - International Journal on Mathematics Education, 43(4), 497–506. https://doi.org/10.1007/s11858-011-0315-8
Schommer-Aikins, M., & Duell, O. (2013). Domain specific and general epistemological beliefs their effects on mathematics. Revista de Investigacion Educativa, 31(2), 317–330. https://doi.org/10.6018/rie.31.2.170911
Schommer-Aikins, M., Duell, O., & Hutter, R. (2005). Epistemological beliefs, mathematical problem-solving beliefs, and academic performance of middle school students. Elementary School Journal, 105(3), 289–304. https://doi.org/10.1086/428745
Schommer-Aikins, M., & Easter, M. (2008). Epistemological beliefs' contributions to study strategies of Asian Americans and European Americans. Journal of Educational Psychology, 100(4), 920-929. https://doi.org/10.1037/0022-0663.100.4.920
Shaked, H., & Schechter, C. (2017). Systems thinking for school leaders: Holistic leadership for excellence in education. Springer Nature eBook. https://doi.org/10.1007/978-3-319-53571-5
Shaked, H., & Schechter, C. (2020). Systems thinking leadership: New explorations for school improvement. Management in Education, 34(3), 107–114. https://doi.org/10.1177/0892020620907327
Sumpter, L. (2013). Themes and interplay of beliefs in mathematical reasoning. International Journal of Science and Mathematics Education, 11(5), 1115–1135. https://doi.org/10.1007/s10763-012-9392-6
Tali, L., & Dar, I. (2018). A study of epistemological belief of senior secondary students. International Journal of Research in Social Sciences & Humanities, (6), 657-662. https://bit.ly/3P1m8aI
Uçar, F. (2018). Investigation of gifted students’ epistemological beliefs, self-efficacy beliefs and use of metacognition. Journal for the Education of Gifted Young Scientists, 6(3), 1–10. https://doi.org/10.17478/JEGYS.2018.77
Wang, X., Zhang, Z., Zhang, X., & Hou, D. (2013). Validation of the Chinese version of the epistemic beliefs inventory using confirmatory factor analysis. International Education Studies, 6(8), 98-111. https://doi.org/10.5539/ies.v6n8p98