Attitudes Towards STEAM, Critical Thinking Disposition and Decision-Making Skills: Mediation and Gender Moderation

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Critical thinking dispositions, Decision-making skill, STEAM, Primary school, Gender


In this study, the relationship between highly desired 21st century skills including students’ attitudes towards STEAM, critical thinking dispositions and decision-making skills and the role of gender on these associations were investigated. The data was collected from 4th grade students in the 2022-2023 academic year using the typical case sampling method. “STEAM Attitude Scale”, “Critical Thinking Disposition Scale” and “Decision-Making Skill Scale” were utilized. Mediation model were estimated using the whole sample, followed by multigroup analyses that employed gender as the moderation variable. The results indicated that primary school students' attitudes towards STEAM, their critical thinking dispositions and decision-making skills were at a high level. The mediation analysis revealed that attitudes towards STEAM had direct effect on decision-making skills, and critical thinking disposition was found to be partially mediating this association. Multigroup analyses provided evidences for the significant moderation role of gender pertaining to the specified associations in the model. The findings provide insights into the importance of developing positive attitudes towards STEAM disciplines regarding its evidential effect on critical thinking disposition and informed decision-making skills in primary schools, and the necessity of attending to the role of gender in future educational interventions.

Author Biographies

Sümeyye Aydın Gürler, Gaziantep University

Sümeyye AYDIN GÜRLER graduated from Fırat University, Faculty of Education, Science Teaching Program in 2008, as the top student of the department, faculty and university (among four-year faculties). He completed her master's education at the Institute of Science from Fırat University between in 2011, and his doctoral education in the field of Science Education at the same institute between in 2016. Her postgraduate education was funded by TÜBİTAK domestic graduate scholarship. She worked as a science teacher at the Ministry of National Education between 2008-2018. Since 2019, she works as an assistant professor at Gaziantep University, Nizip Education Faculty, Department of Mathematics and Science Education. The author has published articles, papers and book chapters on subjects such as STEM education, 21st century skills, context-based learning, scale development, alternative assessment and evaluation in science education, and the historical development of science education.

Orhan Kaplan, Gaziantep University

Orhan KAPLAN completed PhD in Curriculum and Instruction with a specialization in Mathematics Education from the University of Florida. His research interests are mathematics achievement, social justice and critical pedagogy, mathematics curriculum, STEM education, and educational psychology. He currently works at Nizip Faculty of Education, Gaziantep University.


Açışlı Çelik, S. (2022). STEM etkinliklerinin ortaokul 6. sınıf öğrencilerinin problem çözme becerilerine, eleştirel düşünmelerine ve STEM’e yönelik tutumlarına etkisinin araştırılması. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 56, 287-313.

Aguilera, D., & Ortiz-Revilla, J. (2021). STEM vs. STEAM Education and Student Creativity: A Systematic Literature Review. Education Sciences, 11, 331. educsci11070331

American Philosophical Association (1990). Critical thinking: A statement of expert consensus for purposes of educational assessment and instruction (“The Delphi Report”). ERIC Document Reproduction, No. ED 315423.

Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: A review and recommended two-step approach. Psychological Bulletin, 103(3), 411-423.

Asigigan, S. İ., & Samur, Y. (2021). The effect of gamified STEM practices on students' intrinsic motivation, critical thinking disposition levels, and perception of problem-solving skills. International Journal of Education in Mathematics, Science and Technology, 9(2), 332-352.

Aydın Gürler, S. (2022). State of prediction of the critical thinking dispositions of primary school teacher candidates through their self-efficacy for STEM practices. Participatory Educational Research (PER), 9(3), 61-81.

Azgın, A. O., & Şenler, B. (2019). İlkokulda Stem: Öğrencilerin kariyer ilgileri ve tutumları. Journal of Computer and Education Research, 7(13), 213-232. doi:10.18009/jcer.538352

Bacanlı, F., & Sürücü, M. (2006). İlköğretim 8. sınıf öğrencilerinin sınav kaygıları ve karar verme stilleri arasındaki ilişkilerin incelenmesi. Kuram ve Uygulamada Eğitim Yönetimi Dergisi, 12(1), 7-35.

Bagheri, F., & Ghanizadeh, A. (2016). Critical thinking and gender differences in academic self-regulation in higher education. Journal of Applied Linguistics and Language Research, 3(3), 133-145.

Bagiati, A., Yoon, S.Y., Evangelou, D., & Ngambe-ki, I. (2010). Engineering curricula in early education: Describing the landscape of open resources. Early Childhood Research & Practice, 12(2), 1-22.

Bakırcı, H., & Kutlu, E. (2018). Fen bilimleri öğretmenlerinin FeTeMM yaklaşımı hakkındaki görüşlerinin belirlenmesi. Turkish Journal of Computer and Mathematics Education, 9(2), 367-389.

Baysal, Z. N. (2009). An application of the decision-making model for democracy education: a sample of a third grade social sciences lesson. Educational Sciences: Theory & Practice, 9(1), 75-84.

Baysal, Z. N., Demirbaş-Nemli, B., Özçelik, S., & Güneypınar, Ş. (2021). An examination of the decision-making skill perceptions of third grade and fourth grade students in primary school. Bartın University Journal of Faculty of Education, 10(1), 85-96.

Becker, K., & Park, K. (2011). Effects of integrative approaches among science, technology, engineering and mathematics (STEM) subjects on students’ learning: A preliminary meta analysis. Journal of STEM Education, 5(6), 23- 37.

Beers, S. Z. (2011). 21st century skills: Preparing students for their future. .

Binkley, M., Erstad, O., Herman, J., Raizen, S., Ripley, M., Miller-Ricci, M., & Rumble, M. (2012). Defining twenty-first century skills. In P. Griffin, B. McGaw, & E. Care (Eds.) Assessment and Teaching of 21st century skills (pp. 17-66). Springer.

Bubier, J. L., & Drabick, D. A. (2008). Affective decision-making and externalizing behaviors: The role of

autonomic activity. Journal of Abnormal Child Psychology, 36(6), 941-953.

doi: 10.1007/s10802-008-9225-9

Bybee, R. W. (2010). Advancing STEM education: A 2020 vision. Technology and Engineering Teacher, 70(1), 30-35.

Bybee, R. W., & Fuchs, B. (2006). Preparing the 21st century workforce: A new reform in science and

technology education. Journal of Research in Science Teaching, 43(4), 349-352.

Byrne, B. M. (2012). Structural equation modeling with Mplus: Basic concepts, applications, and programming. Routledge.

Byrnes, J. P. (2002). The development of decision making. Journal of Adolescent Health, 31, 208-215.

Çetin, A. (2020). Examining project-based STEM training in a primary school. International Online Journal of Education and Teaching (IOJET), 7(3). 811- 825.

Clemen, R. T., & Gregory, R. (2000). Preparing adult students to be better decision makers. In I. Gal (Ed.), Adult numeracy development: Theory, research, practice (pp. 73–86). Hampton Press.

Daft, R. L. (2010). Organization theory and design (Tenth edition). Cengage Learning.

Demaree H. A., Burns K. J., & DeDonno M. A. (2010). Intelligence, but not emotional intelligence, predicts Iowa Gambling Task performance. Intelligence, 38(2), 249–254.

Denson, C. (2011). Building a framework for engineering design experiences in STEM: a synthesis. National Center for Engineering and Technology Education.

Duffy, L. N., Stone, G. A., Townsend, J., & Cathey, J. (2022). Rethinking curriculum internationalization: Virtual exchange as a means to attaining global competencies, developing critical thinking, and experiencing transformative learning. SCHOLE: A Journal of Leisure Studies and Recreation Education, 37(1-2), 11-25.

Eccles, J., Wigfield, A., Harold, R.D., & Blumenfeld, P. (1993). Age and gender differences in children’s self-and task perceptions during elementary school. Child Development, 64(3), 830–47.

Elliott, B., Oty, K., McArthur, J. & Clark, B. (2001). The effect of an interdisciplinary algebra/science course on students’ problem solving skills, critical thinking skills and attitudes towards mathematics. International Journal of Mathematical Education in Science and Technology, 32(6), 811–816.

Emir, S. (2012). Eğitim fakültesi öğrencilerinin eleştirel düşünme eğilimleri. Hasan Ali Yücel Eğitim Fakültesi Dergisi, 17(1), 34-57.

Ercan, S. (2014). Fen eğitiminde mühendislik uygulamalarının kullanımı: Tasarım temelli fen eğitimi [Doktora tezi, Marmara Üniversitesi]. Ulusal Tez Merkezi.

Ersoy, E., & Başer, N. (2012). İlköğretim ikinci kademe öğrencilerinin eleştirel düşünme eğilimleri. Eğitim ve Öğretim Araştırmaları Dergisi, 1(3), 106-115.

Facione, P. A. (2000). The disposition toward critical thinking: Its character, measurement, and relationship to critical thinking skill. Informal Logic, 20(1), 61-84.

Facione, P. A., Facione, N. C., & Giancarlo, C. A. (2000). The disposition toward critical thinking: Its character, measurement and relationship to critical thinking skill. Informal Logic, 20(1), 61-84.

Facione, P. A., Sanchez, C. A., Facione, N. C., & Gainen, J. (1995). The dispositions towards critical thinking. Journal of General Education, 44, 1–25.

Flouri, E., Moulton, V., & Ploubidis, G. B. (2019). The role of intelligence in decision‐making in early adolescence. British Journal of Developmental Psychology, 37(1), 101-111.

Flouri, E., & Papachristou, E. (2019). Peer problems, bullying involvement, and affective decision‐making in adolescence. British Journal of Developmental Psychology, 37(4), 466-485.

Ge, X., Ifenthaler, D., & Spector, J. M. (2015). Moving forward with STEAM education research. In X. Ge, D. Ifenthaler, & J. M. Spector (Eds.), Emerging Technologies for STEAM Education (pp. 383-395). Springer International Publishing.

Güner, P., & Gökçe, S. (2021). Linking critical thinking disposition, cognitive flexibility and achievement: Math anxiety’s mediating role. The Journal of Educational Research, 114(5), 458-473.

Griffin, P., Care, E., & McGraw, B. (2012). The changing role of education and schools. In P. Griffin, B. McGaw, & E. Care (Eds.), Assessment and teaching of 21st century skills (pp. 1-16). Springer.

Gürliyenkaya-Baş, G. (2020). İlkokul öğrencilerinin STEAM tutumlarının belirlenmesi [Yüksek Lisans Tezi, Çanakkale Onsekiz Mart Üniversitesi]. Ulusal Tez Merkezi.

Howse, B. R., Best, L. D., & Stone, R. E. (2003). Children’s decision making: the effects of training, reinforcement and memory aids. Cognitive Development, 18, 247-268.

Jin, Y., Chong, L. M., & Cho, H. K. (2012, November 26-29). Designing a robotics-enhanced learning content for STEAM education. 9th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI), Daejeon, Korea.

Jonassen, D. H. (2011). Design problems for secondary students. National Center for Engineering and Technology Education. Retrieved from

Karakuş, B., & Bircan, M. A. (2022). İlkokul dördüncü sınıf öğrencilerinin STEM kariyer ilgileri ve STEM’e yönelik tutumları. Sivas Cumhuriyet University Educational Sciences Institute Journal, 1(2), 120-129.

Kardeş, S. (2020). Okul öncesi eğitim programının 21. yüzyıl becerileri ve STEAM eğitimi bağlamında incelenmesi. Eğitimde Kuram ve Uygulama, 16(2), 109-119.

Kartal, T. (2012). İlköğretim fen bilgisi öğretmen adaylarının eleştirel düşünme eğilimlerinin incelenmesi. Ahi Evran Üniversitesi Kırşehir Eğitim Fakültesi Dergisi (KEFAD), 13(2), 279-297.

Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). Guilford Press.

Knezek, G., Christensen, R., & Tyler-Wood, T. (2011). Contrasting perceptions of Stem content and careers. Contemporary Issues in Technology and Teacher Education, 11(1), 92-117.

Korkmaz, Ö., & Yeşil, R. (2009). Öğretim kademelerine göre öğrencilerin eleştirel düşünme düzeyleri. Ahi Evran Üniversitesi Eğitim Fakültesi Dergisi, 10(2), 19-28.

Kyza, E. A., Varda, C., Panos, D., Karageorgiou, M., Komendantova-Amann, N., Coppolino Perfumi, S., Shah, S. I. H., & Hosseini, A. S. (2020). Combating misinformation online: re-imagining social media for policy-making. Internet Policy Review, 9(4), 1-24. doi:10.14763/2020.4.1514

Lamb, S., Maire, Q., & Doecke, E. (2017). Key skills for the 21st century: An evidence-based review. Future Frontiers Analytical Report. Melbourne: Victoria University.

Leys, C., Klein, O., Dominicy, Y., & Ley, C. (2018). Detecting multivariate outliers: Use a robust variant of the Mahalanobis distance. Journal of Experimental Social Psychology, 74, 150-156.

Liao, C. (2016). From interdisciplinary to transdisciplinary: An arts-integrated approach to STEAM education. Art Education, 69 (6), 44- 49.

MacKinnon, D. P. (2008). Introduction to statistical mediation analysis. Lawrance Erlbaum.

Mangold, J., & Robinson, S. (2013). The Engineering design process as a problem solving and learning tool in K-12 classrooms. Paper presented at the 120th ASEE Annual Conference & Exposition, Atlanta. Retrieved from Accessed December 21, 2022

Ministry of National Education (2018). Turkish Science curriculum (Elementary and Middle School 3,4,5,6,7. and 8. Grades). Ankara. Retrieved from Accessed December 21, 2022

Muthén, L.K., & Muthén, B.O. (1998-2017). Mplus User’s Guide. Eighth Edition. Muthén & Muthén

Murphy, T. P., & Mancini-Samuelson, G. J. (2012). Graduating STEM component and confident teachers: The creation of a STEM certificate for elementary education majors. Journal of College Science Teaching, 42(2), 18- 23.

Nacaroğlu, O. & Kızkapan, O. (2021). Özel yetenekli öğrencilerin STEM tutumları ve 21. yüzyıl becerilerine sahip olma düzeyleri. Türkiye Sosyal Araştırmalar Dergisi, 25(2), 425-442.

Nugraheni, L. Suyitno., Waluyo, H. J., & Wardani, N. E. (2022). The influence of wayang beber (The Legend of Wasis Joyokusumo) as a character-based learning media on students’ critical thinking ability. International Journal of Instruction, 15(3), 267-290.

National Research Council. (2014). STEM integration in K-12 education: Status, prospects, and an agenda for research. National Academies Press.

Papachristou, E., Flouri, E., & Joshi, H. (2022). The role of primary school composition in affective decision-making: a prospective cohort study. Social Psychiatry and Psychiatric Epidemiology, 1-12.

Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879-891.

Roberts, A. (2012). A justification for STEM education. Technology and Engineering Teacher, 1-5.

Rudd, R., Baker, M., & Hoover, T. (2000). Undergraduate agriculture student learning styles and critical thinking abilities: Is there a relationship? Journal of Agricultural Education, 41(3), 2-12.

Ryu, E., & Cheong, J. (2017). Comparing indirect effects in different groups in single-group and multi-group structural equation models. Frontiers in Psychology, 8:747. doi:10.3389/fpsyg.2017.00747

Schraagen, J. M., & Van de Ven, J. (2008). Improving decision making in crisis response through critical thinking support. Journal of Cognitive Engineering and Decision Making, 2(4), 311-327.

Sever, I., & Ersoy, A. (2019). Development of decision-making skills scale for primary school students: Validity and reliability study. Çukurova University Faculty of Education Journal, 48(1), 662-692.

Sezer, E. A., Küçüktepe, S. E., & Yıldız, N. (2022). Ortaokul öğrencilerinin eleştirel düşünme becerisi üzerine bir meta-analiz çalışması. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 55, 252- 293. doi:10.9779.pauefd.990873

Shubina, I., & Kulakli, A. (2019). Critical thinking, creativity and gender differences for knowledge generation in education. Literacy Information and Computer Education Journal (LICEJ), 10(1), 3086-3093.

Sousa, D.A., & Pilecki, T. (2013). From STEM to STEAM: Using brain-compatible strategies to integrate the Arts. Corwin – SAGE Publications.

Taber, K. S. (2018). The use of Cronbach’s alpha when developing and reporting research instruments in science education. Research in Science Education, 48(6), 1273-1296.

Takeuchi, M. A., Sengupta, P., Shanahan, M. C., Adams, J. D., & Hachem, M. (2020). Transdisciplinarity in STEM education: A critical review. Studies in Science Education, 56(2), 213-253.

Taylor, B. (2016). Evaluating the benefit of the maker movement in K-12 STEM education. Electronic International Journal of Education, Arts, and Science (EIJEAS), 2, 1-22.

Tekin, S., & Ulaş, A. (2016). İlkokul 4. Sınıf öğrencilerinin karar verme becerilerine ilişkin bir araştırma. Qualitative Studies, 11(3), 27-38.

Tseng, K. H., Chang, C. C., Lou, Ş. J., & Chen W. P. (2013). Attitudes towards science, technology, engineering and mathematics (STEM) in a project-based learning (PjBL) environment. International Journal of Technology and Design Education, 23(1), 87-102.

Tümkaya S., Aybek, B., & Aldağ, H. (2009). An investigation of university students’ critical thinking disposition and perceived problem solving skills. Egitim Arastirmalari-Eurasian Journal of Educational Research, 36, 57-74.

Ulucinar, U., & Akar, C. (2021). The critical thinking dispositions scale for elementary school students: A study of scale development. Third Sector Social Economic Review, 56(3), 2031-2047.

van den Bosch, K., & Helsdingen, A. S. (2002). Improving Tactical Decision Making through Critical Thinking. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 46(3), 448–452.

van Dongen, K., Schraagen, J. M., Eikelboom, A., & te Brake, G. (2005). Supporting Decision Making by a Critical Thinking Tool. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 49(3), 517–521.

Verardi, V., & Dehon, C. (2010). Multivariate outlier detection in Stata. The Stata Journal, 10(2), 259-266.

Vervecken, D., Hannover, B., & Wolter, I. (2013). Changing(s) expectations: how gender fair job descriptions impact children’s perceptions and interest regarding traditionally male occupations. Journal of Vocational Behavior, 82, 208– 220.

Wan, Z. H. (2022). What predicts students’ critical thinking disposition? A comparison of the roles of classroom and family environments. Learning Environments Research, 25(2), 565-580.

Wan, Z. H., & Cheng, M. H. M. (2019). Classroom learning environment, critical thinking and achievement in an interdisciplinary subject: a study of Hong Kong secondary school graduates. Educational Studies, 45(3), 285-304.

Weller, J. A., Moholy, M., Bossard, E., & Levin, I. P. (2014). Preadolescent decision making competence predicts interpersonal strengths and difficulties: a 2-year prospective study. Journal of Behavioral Decision Making, 28(1), 76-88.

Wyss, V.L., Heulskamp, D., & Seibert, C.J. (2012). Increasing middle school student interest in STEM careers with videos of scientists. International Journal of Environmental & Science Education, 7(4), 501-522.

Yıldırım, H. İ., & Şensoy, Ö. (2017). Fen bilgisi öğretmen adaylarının eleştirel düşünme eğilimlerinin bazı değişkenlere göre incelenmesi. Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi, 37(2), 611-648.

Yurtseven, R., Akkas Baysal, Ö., Emine, Ü., & Ocak, G. (2021). Analysis of the relationship between decision making skills and problem solving skills of primary school students. International Online Journal of Education and Teaching, 8(3), 2117-2130.




How to Cite

Aydın Gürler, S., & Kaplan, O. (2023). Attitudes Towards STEAM, Critical Thinking Disposition and Decision-Making Skills: Mediation and Gender Moderation. International Journal of Contemporary Educational Research, 10(1), 210–223.