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Relationships Between STEM-TPACK Self-Efficacy Components: A Structural Equation Modeling Approach in Türkiye Sample

Yıl 2025, Sayı: 66, 4232 - 4255, 29.12.2025
https://doi.org/10.53444/deubefd.1731683

Öz

In the 21st century, integrated STEM (iSTEM) education stands out as one of the effective pedagogical approaches to advancing educational outcomes. However, in practice, one or more components of STEM are often neglected, and teachers frequently encounter challenges - particularly in implementing technology-based design. This study aims to examine the predictive relationships among STEM self-efficacy components of pre-service teachers within the theoretical framework of Technology Pedagogy and Content Knowledge (TPACK). A total of 386 pre-service teachers participated in the study. Data was collected with the STEM-TPACK self-efficacy scale and analyzed through structural equation modeling. The findings revealed that pre-service teachers' iSTEM self-efficacy levels were significantly predicted by their self-efficacy in Technology Pedagogy Engineering Knowledge (TPEK), Technology Pedagogy Science Knowledge (TPSK) and Technology Pedagogy Mathematics Knowledge (TPMK) self-efficacy. Among these, TPEK self-efficacy was identified as the strongest predictor of iSTEM self-efficacy, while TPMK self-efficacy exhibited an indirect effect. As a result, TPSK and TPMB self-efficacy positively and strongly predicted TPEK self-efficacy, and all three components positively and strongly predicted iSTEM self-efficacy. These results highlight the importance of integrating experiences that enhance TPEK, TPSK, and TPMK self-efficacy into teacher education programs to effectively foster iSTEM competencies.

Kaynakça

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STEM-TPAB Öz-Yeterlik Bileşenleri Arasındaki İlişkiler: Türkiye Örnekleminde Yapısal Eşitlik Modellemesi Yaklaşımı

Yıl 2025, Sayı: 66, 4232 - 4255, 29.12.2025
https://doi.org/10.53444/deubefd.1731683

Öz

21. yüzyılda eğitimi ilerletmek için kullanılabilecek etkili pedagojik yollardan biri olarak bütünleşik STEM (b-STEM) eğitimi öne çıkmaktadır. Ancak STEM uygulamalarında, bileşenlerden bir ya da birkaçının ihmal edildiği ve öğretmenlerin özellikle teknoloji temelli tasarım gerçekleştirme konusunda eksiklikler yaşadığı dikkat çekmektedir. Bu çalışmanın amacı öğretmen adaylarının Teknoloji Pedagoji ve Alan Bilgisi (TPAB) kuramsal çerçevesinde STEM öz-yeterlik bileşenleri arasındaki yordayıcı ilişkileri ortaya koymaktır. Çalışmaya 386 öğretmen adayı katılmıştır. Veriler, STEM-TPAB öz-yeterlik ölçeği ile toplanmış ve yapısal eşitlik modellemesiyle analiz edilmiştir. Bulgular, öğretmen adaylarının b-STEM öz-yeterlik düzeylerinin; Teknoloji Pedagoji Mühendislik Bilgisi (TPMüB), Teknoloji Pedagoji Fen Bilgisi (TPFB) ve Teknoloji Pedagoji Matematik Bilgisi (TPMB) öz-yeterlikleri tarafından anlamlı şekilde yordandığını ortaya koymuştur. b-STEM öz-yeterliğinin en güçlü yordayıcısı TPMüB öz-yeterliğidir. TPMB öz-yeterliğinin ise dolaylı bir etkisinin olduğu belirlenmiştir. Sonuç olarak öğretmen adaylarının TPFB ve TPMB öz-yeterlikleri, TPMüB öz-yeterliğini, bu üç bileşen ise b-STEM öz-yeterliğini pozitif yönde ve güçlü bir biçimde yordamaktadır. Bu nedenle, öğretmen adaylarına b-STEM deneyimleri kazandırılırken, TPMüB, TPFB ve TPMB öz-yeterliklerini geliştirmeye yönelik deneyimlerin de eğitim sürecine dahil edilmesi önem arz etmektedir.

Etik Beyan

Bu çalışma için, Trabzon Üniversitesi Sosyal ve Beşeri Bilimler Bilimsel Araştırma ve Yayın Etik Kurulu’ndan etik izin alınmıştır (22.10.2021 – E-81614018-000-882).

Kaynakça

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  • Malusay, J.T., Cortes, S.T., Ontolan, J.M., Englis, T.P., Pagaran, G,M., & Dizon, R.L. (2025). Strengthening STEM education through a professional development program on enhancing teachers’ TPACK in selected calculus topics. Frontiers in Education, 9: 1487350. https://doi.org/10.3389/feduc.2024.1487350
  • Mansour, N., Said, Z., Cevik, M., Abu-Tineh, A. (2024). Science and mathematics teachers’ ıntegration of TPACK in STEM subjects in Qatar: A structural equation modeling study. Education Sciences, 14: 1138. https://doi.org/10.3390/educsci14101138
  • Max, A. L., Lukas, S., & Weitzel, H. (2022). The relationship between self-assessment and performancein learning TPACK: Are self-assessments a good wayto support preservice teachers’ learning? Journal of Computer Assisted Learning, 38, 1160-1172. https://doi.org/10.1111/jcal.12674
  • Miller, T. (2018). Developing numeracy skills using interactive technology in a play-based learning environment. International Journal of STEM Education, 5: 39. https://doi.org/10.1186/s40594-018-0135-2
  • Milli Eğitim Bakanlığı [MEB]. (2024). Türkiye yüzyılı maarif modeli: Öğretim programları ortak metin. https://tymm.meb.gov.tr/ortak-metin
  • Milner-Bolotin, M. (2018). Evidence-based research in STEM teacher education: From theory to practice. Frontiers in Education, 3: 92. https://doi.org/10.3389/feduc.2018.00092
  • Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A new framework for teacher knowledge. Teachers College Record, 108(6), 1017-1054.
  • Moralesa, M.P.E., Avillab, R.A., Sarmientoc, C.P., Anito, J.C., Elipanea, L.E., Palisoca, C.P., Palomarb, B.C., Ayusteb, T.O.D., & Ramos-Butronb, B. (2022). Experiences and practices of STEM teachers through the lens of TPACK. Journal of Turkish Science Education, 19(1), 233-252. DOI: 10.36681/tused.2022.1120
  • Murphy, S., MacDonald, A., Danaia, L., & Wang, C. (2019). An analysis of Australian STEM education strategies. Policy Futures in Education, 17(2), 122-139. https://doi.org/10.1177/1478210318774190
  • Niess, M. L. (2005). Preparing teachers to teach science and mathematics with technology: Developing a technology pedagogical content knowledge. Teaching and Teacher Education, 21, 509-523.
  • Ormancı, Ü. (2020). Thematic content analysis of doctoral theses in STEM education: Turkey context. Journal of Turkish Science Education, 17(1), 126-146. https://doi.org/10.36681/tused.2020.17
  • Özmen, H. & Karamustafaoğlu, O. (Ed.). (2024). Eğitimde araştırma yöntemleri (5. baskı). Pegem Akademi Yayıncılık.
  • Parker, C. E., Stylinski, C. D., Bonney, C. R., Schillaci, R., & McAulliffe, C. (2015). Examining the quality of technology implementation in STEM classrooms: Demonstration of an evaluative framework. Journal of Research on Technology in Education, 47(2), 105-121. https://doi.org/10.1080/15391523.2015.999640
  • Perry, B., & MacDonald, A. (2015). Educators’ expectations and aspirations around young children’s mathematical knowledge. Professional Development in Education, 41(2), 366-381. https://doi.org/10.1080/19415257.2014.990578
  • Quigley, C. F., & Herro, D. (2016). Finding the joy in the unknown: Implementation of STEAM teaching practices in middle school science and math classrooms. Journal of Science Education and Technology, 25, 410-426. https://doi.org/10.1007/s10956-016-9602-z
  • Quigley, C. F., Herro, D., & Jamil, F. M. (2017). Developing a conceptual model of STEAM teaching practices. School Science and Mathematics, 117(1-2), 1-12. https://doi.org/10.1111/ssm.12201
  • Said, Z., Mansour, N., & Abu-Tineh, A. (2023). Integrating technology pedagogy and content knowledge in Qatar’s preparatory and secondary schools: The perceptions and practices of STEM teachers. EURASIA Journal of Mathematics, Science and Technology Education, 19(6): em2271. https://doi.org/10.29333/ejmste/13188
  • Sailer, M., Stadtler, M., Schultz-Pernice, F., Franke, U., Schöffmann, C., Paniotova, V., Husagic, L., & Fischer, F. (2021). Technology-related teaching skills and attitudes: Validation of a scenario-based self-assessment instrument for teachers. Computers in Human Behavior, 115: 106625. https://doi.org/10.1016/j.chb.2020.106625
  • Sarı, E., & Çakır, Y. (2020). Okul psikolojik danışman adaylarının beş faktör kişilik özelliklerinin psikolojik danışmanlık öz yeterlikleri üzerindeki etkisi. Karadeniz Sosyal Bilimler Dergisi, 12(23), 473-491. https://doi.org/10.38155/ksbd.777866
  • Schmid, M., Brianza, E., & Petko, D. (2021). Self-reported technological pedagogical content knowledge (TPACK) of pre-service teachers in relation to digital technology use in lesson plans. Computers in Human Behavior, 115: 106586. https://doi.org/10.1016/j.chb.2020.106586
  • Schunk, D. H., & DiBenedetto, M. K. (2021). Self-efficacy and human motivation. Advances in Motivation Science, 8, 153-179. https://doi.org/10.1016/bs. adms.2020.10.001
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  • Shernoff, D. J., Sinha, S., Bressler, D. M., & Ginsburg, L. (2017). Assessing teacher education and professional development needs for the implementation of integrated approaches to STEM education. International Journal of STEM Education, 4: 13. https://doi.org/10.1186/s40594-017-0068-1
  • Smith, P. G., & Zelkowski, J. (2022). Validating a TPACK instrument for 7-12 mathematics in-service middle and high school teachers in the United States. Journal of Research on Technology in Education, 55(5), 858-876. https://doi.org/10.1080/15391523.2022.2048145
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  • Sun, F., Tian, P., Sun, D., Fan, Y., & Yang, Y. (2024). Pre-service teachers’ inclination to integrate AI into STEM education: Analysis of influencing factors. British Journal of Educational Technology, 55(6), 2574-2596. https://doi.org/10.1111/bjet.13469
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  • Thuy, N. T. T., Bien, N. V, & Quy, D. X. (2020). Fostering teachers’ competence of the integrated STEM education. Jurnal Penelitian Dan Pembelajaran IPA, 6(2), 166-179. https://doi.org/10.30870/jppi.v6i2.6441
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  • Wah, N. K., Fitriana, M., & Arumugam, T. (2023). Assumptions for structure equation modeling (SEM), normality of data distribution analysis & model fit measures. Journal of Clinical Epidemiology & Toxicology, 4(2), 1-5. DOI: doi.org/10.47363/JCET/2023(4)135
  • Wahono, B., Hariyadi, S., Subiantoro, A.W., Bravo, J.A.M., & Manalu, M.S. (2025). Empowering STEM teachers with TPACK: Insights from the DECODE online professional development program. EURASIA Journal of Mathematics, Science and Technology Education, 21(1): em2570. https://doi.org/10.29333/ejmste/15896
  • Yıldırım, B., & Şahin-Topalcengiz, E. (2019). STEM pedagogical content knowledge scale (STEMPCK): A validity and reliability study. Journal of STEM Teacher Education, 53(2): 2. https://doi.org/10.30707/JSTE53.2Yildirim
  • Yıldırım, B., & Sidekli, S. (2018). STEM applications in mathematics education: The Effect of STEM applications on different dependent variables. Journal of Baltic Science Education, 17(2), 200-214. https://doi.org/10.33225/jbse/18.17.200
  • Yılmaz, A., Gülgün, C., Çetinkaya, M., & Doğanay, K. (2018). Initiatives and new trends towards STEM education in Turkey. Journal of Education and Training Studies, 6(11a), 1-10. https://doi.org/10.11114/jets.v6i11a.3795
  • Zhang, M., & Chen, S. (2022). Modeling dichotomous technology use among university EFL teachers in China: The roles of TPACK, affective and evaluative attitudes towards technology. Cogent Education, 9(1): 2013396. https://doi.org/10.1080/2331186X.2021.2013396
  • Zulirfan, Z., Yennita, Y., & Rahmad, M. (2020). STEM at home: Provide scientific activities for students during the Covid-19 pandemic. Journal of Physics, Conference Series, 1655 (012068). https://doi.org/10.1088/1742-6596/1655/1/012068
Toplam 85 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Fen Bilgisi Eğitimi, STEM Eğitimi
Bölüm Araştırma Makalesi
Yazarlar

İdris Aktaş 0000-0001-6265-6337

Haluk Özmen 0000-0003-0578-3481

Gönderilme Tarihi 1 Temmuz 2025
Kabul Tarihi 19 Ekim 2025
Yayımlanma Tarihi 29 Aralık 2025
Yayımlandığı Sayı Yıl 2025 Sayı: 66

Kaynak Göster

APA Aktaş, İ., & Özmen, H. (2025). STEM-TPAB Öz-Yeterlik Bileşenleri Arasındaki İlişkiler: Türkiye Örnekleminde Yapısal Eşitlik Modellemesi Yaklaşımı. Dokuz Eylül Üniversitesi Buca Eğitim Fakültesi Dergisi(66), 4232-4255. https://doi.org/10.53444/deubefd.1731683