The Examination Affecting ICT Self-Efficacy and Online Information Practices via Structural Equation Modeling: PISA 2022 Türkiye Sample
Year 2024,
, 370 - 382, 21.10.2024
Berk Dündar
,
Melek Gülşah Şahin
Abstract
In this study, it is aimed to examine the relationship between ICT self-efficacy perceptions and online information practices in PISA 2022 student questionnaire and ICT related factors A predictive correlational research design was preferred to examine the variables predicting students' self-efficacy perceptions and online information practices towards information and communication technologies. PISA 2022 Türkiye data was used in the study. Research data was obtained from 8 data collection tools that were indexed by OECD and converted into 6 variables. Structural equation model was established with this data and MLR was used as the estimation method. In the tested structural equation model, the RMSEA value was calculated as .04, SRMR as .02, CFI as .99 and TLI as .96. As a result of the analysis, all path coefficients were significant and the values of the fit indices indicated perfect fit.
References
- Acar, T. (2015). Examination of the PISA 2009 reading skills and information and communication technology (ICT) use skills of Turkish students. Educational Research and Reviews, 10(13), 1825-1831. https://doi.org/10.5897/ERR2015.231
- Akbaş, U. & Koğar, H. (2020). Nicel araştırmalarda kayıp veriler ve uç değerler. Pegem Akademi.
- Bandura, A. (1997). Self-efficacy: The exercise of control. W.H. Freeman and Company.
- Büyüköztürk, S., Kılıç Çakmak, E., Akgün, O.E., Karadeniz, S. & Demirel, F. (2012). Bilimsel araştırma yöntemleri. Pegem Akademi.
- Büyüköztürk, Ş. (2023). Sosyal bilimler için veri analizi el kitabı. Pegem Akademi.
- Creswell, J. W. & Guetterman T. C. (2018). Educational research: Planning, conducting, and evaluating quantitative and qualitative research. Pearson.
- Çokluk, Ö., Şekercioğlu, G., & Büyüköztürk, Ş. (2012). Sosyal bilimler için çok değişkenli istatistik: SPSS ve LISREL uygulamaları. Pegem Akademi.
- Çuhadar, C., & Yücel, M. (2010). Yabancı dil öğretmeni adaylarının bilgi ve iletişim teknolojilerinin öğretim amaçlı kullanımına yönelik özyeterlik algıları. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 27(27), 199-210.
- Drenoyianni, H. (2006). Reconsidering change and ICT: Perspectives of a human and democratic education. Education and Information Technologies, 11, 401-413.
- Ekici, E., Ekici, F. T., & Kara, İ. (2012). Öğretmenlere yönelik bilişim teknolojileri öz-yeterlik algısı ölçeğinin geçerlik ve güvenirlik çalışması. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 31(31), 53-65. https://dergipark.org.tr/en/download/article-file/114558
- Erdal, B. M. (2012). Evaluation of human development index and ICT development index, comparative analysis of the OECD and the European members and Türkiye. International Journal of Business Research, 2, 126-136. https://doi.org/10.1002/isd2.12060
- Eryılmaz, S., & Uluyol, Ç. (2015). 21. yüzyıl becerileri ışığında FATİH projesi değerlendirmesi. Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi, 35(2), 209-229.
- Eynon, R., & Malmberg, L. E. (2012). Understanding the online information‐seeking behaviours of young people: the role of networks of support. Journal of Computer Assisted Learning, 28(6), 514-529. https://doi.org/10.1111/j.1365-2729.2011.00460.x
- Facer, K., Furlong, J., Furlong, R., & Sutherland, R. (2003). Screenplay: Children and computing in the home. Routledge.
- Field, A. (2013). Discovering statistics using IBM SPSS statistics. Sage.
- Freddano, M., & Diana, P. (2012). The role of ICT to raise students’ achievement in Italian technical and professional schools. Problems of Education in the 21st Century, 49, 15-26.
- Halverson, K. L., Siegel, M. A., & Freyermuth, S. K. (2010). Non-science majors’ critical evaluation of websites in a biotechnology course. Journal of Science Education and Technology, 19, 612-620. https://doi.org/10.1007/s10956-010-9227-6
- Hatziapostolou, T., & Paraskakis, I. (2010). Enhancing the impact of formative feedback on student learning through an online feedback system. Electronic Journal of E-learning, 8(2), 111-122. https://files.eric.ed.gov/fulltext/EJ895699.pdf
- Hernandez, R. M. (2017). Impact of ICT on education: Challenges and perspectives. Journal of Educational Psychology-Propositosy Representaciones, 5(1), 337-347.
- Hori, R., & Fujii, M. (2021). Impact of using ICT for learning purposes on self-efficacy and persistence: Evidence from Pisa 2018. Sustainability, 13(11), 1-13.
- Kline, R. B. (2005). Principles and practice of structural equation modeling. Guilford Publications.
- Kline, R. B. (2023). Principles and practice of structural equation modeling (5th ed.). Guilford Pub.
- Kuhlemeier, H., & Hemker, B. (2007). The impact of computer use at home on students’ internet skills. Computers & Education, 49(2), 460-480.
- Lee, L. (2008). The impact of young people's Internet use on class boundaries and life trajectories. Sociology, 42(1), 137-153. https://doi.org/10.1177/0038038507084829
- Lennon, M., Kirsch, I., Von Davier, M., Wagner, M., & Yamamoto, K. (2003). Feasibility study for the PISA ICT literacy assessment: Report to network A. Educational Testing Service.
- Livingstone, S. & Helsper, E. (2010). Balancing opportunities and risks in teenagers’ use of the internet: The role of online skills and internet self-efficacy. New media & society, 12(2), 309-329. https://doi.org/10.1177/1461444809342697
- Livingstone S. & Helsper E. (2007) Gradations in digital inclusion: children, young people and the digital divide. New Media and Society 9, 671–696.
- Martinez-Argüelles, M. J., Batalla-Busquets, J. M., Noguera-Guerra, P., & Pons-Fanals, E. (2011, October). Personalized e-Feedback and ICT. In Proceedings of the 10th European Conference on E-Learning: ECEL (p. 456). Academic Conferences Limited.
- Mikre, F. (2011). The roles of information communication technologies in education: Review article with emphasis to the computer and internet. Ethiopian Journal of Education and Sciences, (2), 109-126.
- Miller, B., & Atkinson, R. D. (2014). Raising European productivity growth through ICT. ITIF, June. https://doi.org/10.2139/ssrn.3079844
- MoNE (2023). PISA 2022 Türkiye Raporu. [PISA 2022 Türkiye Report] https://pisa.meb.gov.tr/meb_iys_dosyalar/2023_12/05125555_pisa2022_rapor_051223 .pdf
- OECD. (2023). PISA 2022 technical report. OECD Publishing.
- Palmer, D. H. (2006). Sources of self-efficacy in a science methods course for primary teacher education students. Research in Science Education, 36(4), 337-353.
- Peña-López, I. (2009). Guide to measuring information and communication technologies (ICT) in education.
- Sakız, G. (2013). Başarıda anahtar kelime: Öz-yeterlik. Uludağ Üniversitesi Eğitim Fakültesi Dergisi, 26(1), 185-210.
- Satorra, A., & Bentler, P. M. (1994). Corrections to test statistics and standard errors in covariance structure analysis. Sage Publications.
- Smith, T. D. & McMillan, B. F. (2001). A primer of model fit indices in structural equation modeling. Annual Meeting of the Southwest Educational Research Association. 1-16.
- Şenyuva, E. (2017). Hemşirelik öğrencilerinin internet öz-yeterlikleri ile çevrimiçi bilgi arama stratejileri ilişkisi. Türk Eğitim Bilimleri Dergisi, 15(2), 102-116.
- Tabachnick, B. G., Fidell, L. S., & Ullman, J. B. (2013). Using multivariate statistics. Pearson.
- Tang, Y., Tseng, H., & Tang, X. (2022). The impact of information-seeking self-efficacy and online learning self-efficacy on students' performance proficiency. The Journal of Academic Librarianship, 48(5). https://doi.org/10.1016/j.acalib.2022.102584
- Tsai, M. J., & Tsai, C. C. (2010). Information searching strategies in web-based science learning: the role of Internet self-efficacy. Innovations in education and teaching international, 40(1), 43-50. https://doi.org/10.1080/1355800032000038822
- Wong, G. K. W., & Yang, M. (2017). Using ICT to facilitate instant and asynchronous feedback for students’ learning engagement and improvements. Emerging Practices in Scholarship of Learning and Teaching in a Digital Era, 289-309.
- Zhong, Z. J. (2011). From access to usage: The divide of self-reported digital skills among adolescents. Computers & Education, 56(3), 736-746. https://doi.org/10.1016/j.compedu.2010.10.016
The Examination Affecting ICT Self-Efficacy and Online Information Practices via Structural Equation Modeling: PISA 2022 Türkiye Sample
Year 2024,
, 370 - 382, 21.10.2024
Berk Dündar
,
Melek Gülşah Şahin
Abstract
In this study, it is aimed to examine the relationship between ICT self-efficacy perceptions and online information practices in PISA 2022 student questionnaire and ICT related factors A predictive correlational research design was preferred to examine the variables predicting students' self-efficacy perceptions and online information practices towards information and communication technologies. PISA 2022 Türkiye data was used in the study. Research data was obtained from 8 data collection tools that were indexed by OECD and converted into 6 variables. Structural equation model was established with this data and MLR was used as the estimation method. In the tested structural equation model, the RMSEA value was calculated as .04, SRMR as .02, CFI as .99 and TLI as .96. As a result of the analysis, all path coefficients were significant and the values of the fit indices indicated perfect fit.
References
- Acar, T. (2015). Examination of the PISA 2009 reading skills and information and communication technology (ICT) use skills of Turkish students. Educational Research and Reviews, 10(13), 1825-1831. https://doi.org/10.5897/ERR2015.231
- Akbaş, U. & Koğar, H. (2020). Nicel araştırmalarda kayıp veriler ve uç değerler. Pegem Akademi.
- Bandura, A. (1997). Self-efficacy: The exercise of control. W.H. Freeman and Company.
- Büyüköztürk, S., Kılıç Çakmak, E., Akgün, O.E., Karadeniz, S. & Demirel, F. (2012). Bilimsel araştırma yöntemleri. Pegem Akademi.
- Büyüköztürk, Ş. (2023). Sosyal bilimler için veri analizi el kitabı. Pegem Akademi.
- Creswell, J. W. & Guetterman T. C. (2018). Educational research: Planning, conducting, and evaluating quantitative and qualitative research. Pearson.
- Çokluk, Ö., Şekercioğlu, G., & Büyüköztürk, Ş. (2012). Sosyal bilimler için çok değişkenli istatistik: SPSS ve LISREL uygulamaları. Pegem Akademi.
- Çuhadar, C., & Yücel, M. (2010). Yabancı dil öğretmeni adaylarının bilgi ve iletişim teknolojilerinin öğretim amaçlı kullanımına yönelik özyeterlik algıları. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 27(27), 199-210.
- Drenoyianni, H. (2006). Reconsidering change and ICT: Perspectives of a human and democratic education. Education and Information Technologies, 11, 401-413.
- Ekici, E., Ekici, F. T., & Kara, İ. (2012). Öğretmenlere yönelik bilişim teknolojileri öz-yeterlik algısı ölçeğinin geçerlik ve güvenirlik çalışması. Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, 31(31), 53-65. https://dergipark.org.tr/en/download/article-file/114558
- Erdal, B. M. (2012). Evaluation of human development index and ICT development index, comparative analysis of the OECD and the European members and Türkiye. International Journal of Business Research, 2, 126-136. https://doi.org/10.1002/isd2.12060
- Eryılmaz, S., & Uluyol, Ç. (2015). 21. yüzyıl becerileri ışığında FATİH projesi değerlendirmesi. Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi, 35(2), 209-229.
- Eynon, R., & Malmberg, L. E. (2012). Understanding the online information‐seeking behaviours of young people: the role of networks of support. Journal of Computer Assisted Learning, 28(6), 514-529. https://doi.org/10.1111/j.1365-2729.2011.00460.x
- Facer, K., Furlong, J., Furlong, R., & Sutherland, R. (2003). Screenplay: Children and computing in the home. Routledge.
- Field, A. (2013). Discovering statistics using IBM SPSS statistics. Sage.
- Freddano, M., & Diana, P. (2012). The role of ICT to raise students’ achievement in Italian technical and professional schools. Problems of Education in the 21st Century, 49, 15-26.
- Halverson, K. L., Siegel, M. A., & Freyermuth, S. K. (2010). Non-science majors’ critical evaluation of websites in a biotechnology course. Journal of Science Education and Technology, 19, 612-620. https://doi.org/10.1007/s10956-010-9227-6
- Hatziapostolou, T., & Paraskakis, I. (2010). Enhancing the impact of formative feedback on student learning through an online feedback system. Electronic Journal of E-learning, 8(2), 111-122. https://files.eric.ed.gov/fulltext/EJ895699.pdf
- Hernandez, R. M. (2017). Impact of ICT on education: Challenges and perspectives. Journal of Educational Psychology-Propositosy Representaciones, 5(1), 337-347.
- Hori, R., & Fujii, M. (2021). Impact of using ICT for learning purposes on self-efficacy and persistence: Evidence from Pisa 2018. Sustainability, 13(11), 1-13.
- Kline, R. B. (2005). Principles and practice of structural equation modeling. Guilford Publications.
- Kline, R. B. (2023). Principles and practice of structural equation modeling (5th ed.). Guilford Pub.
- Kuhlemeier, H., & Hemker, B. (2007). The impact of computer use at home on students’ internet skills. Computers & Education, 49(2), 460-480.
- Lee, L. (2008). The impact of young people's Internet use on class boundaries and life trajectories. Sociology, 42(1), 137-153. https://doi.org/10.1177/0038038507084829
- Lennon, M., Kirsch, I., Von Davier, M., Wagner, M., & Yamamoto, K. (2003). Feasibility study for the PISA ICT literacy assessment: Report to network A. Educational Testing Service.
- Livingstone, S. & Helsper, E. (2010). Balancing opportunities and risks in teenagers’ use of the internet: The role of online skills and internet self-efficacy. New media & society, 12(2), 309-329. https://doi.org/10.1177/1461444809342697
- Livingstone S. & Helsper E. (2007) Gradations in digital inclusion: children, young people and the digital divide. New Media and Society 9, 671–696.
- Martinez-Argüelles, M. J., Batalla-Busquets, J. M., Noguera-Guerra, P., & Pons-Fanals, E. (2011, October). Personalized e-Feedback and ICT. In Proceedings of the 10th European Conference on E-Learning: ECEL (p. 456). Academic Conferences Limited.
- Mikre, F. (2011). The roles of information communication technologies in education: Review article with emphasis to the computer and internet. Ethiopian Journal of Education and Sciences, (2), 109-126.
- Miller, B., & Atkinson, R. D. (2014). Raising European productivity growth through ICT. ITIF, June. https://doi.org/10.2139/ssrn.3079844
- MoNE (2023). PISA 2022 Türkiye Raporu. [PISA 2022 Türkiye Report] https://pisa.meb.gov.tr/meb_iys_dosyalar/2023_12/05125555_pisa2022_rapor_051223 .pdf
- OECD. (2023). PISA 2022 technical report. OECD Publishing.
- Palmer, D. H. (2006). Sources of self-efficacy in a science methods course for primary teacher education students. Research in Science Education, 36(4), 337-353.
- Peña-López, I. (2009). Guide to measuring information and communication technologies (ICT) in education.
- Sakız, G. (2013). Başarıda anahtar kelime: Öz-yeterlik. Uludağ Üniversitesi Eğitim Fakültesi Dergisi, 26(1), 185-210.
- Satorra, A., & Bentler, P. M. (1994). Corrections to test statistics and standard errors in covariance structure analysis. Sage Publications.
- Smith, T. D. & McMillan, B. F. (2001). A primer of model fit indices in structural equation modeling. Annual Meeting of the Southwest Educational Research Association. 1-16.
- Şenyuva, E. (2017). Hemşirelik öğrencilerinin internet öz-yeterlikleri ile çevrimiçi bilgi arama stratejileri ilişkisi. Türk Eğitim Bilimleri Dergisi, 15(2), 102-116.
- Tabachnick, B. G., Fidell, L. S., & Ullman, J. B. (2013). Using multivariate statistics. Pearson.
- Tang, Y., Tseng, H., & Tang, X. (2022). The impact of information-seeking self-efficacy and online learning self-efficacy on students' performance proficiency. The Journal of Academic Librarianship, 48(5). https://doi.org/10.1016/j.acalib.2022.102584
- Tsai, M. J., & Tsai, C. C. (2010). Information searching strategies in web-based science learning: the role of Internet self-efficacy. Innovations in education and teaching international, 40(1), 43-50. https://doi.org/10.1080/1355800032000038822
- Wong, G. K. W., & Yang, M. (2017). Using ICT to facilitate instant and asynchronous feedback for students’ learning engagement and improvements. Emerging Practices in Scholarship of Learning and Teaching in a Digital Era, 289-309.
- Zhong, Z. J. (2011). From access to usage: The divide of self-reported digital skills among adolescents. Computers & Education, 56(3), 736-746. https://doi.org/10.1016/j.compedu.2010.10.016