TY  - JOUR
T1  - An Examination of the Effects of Information Technology Course on Computational Thinking Skills and Technology-Mediated Learning
AU  - Ozan Deniz, Şenay
AU  - Akgün, Fatma
PY  - 2024
DA  - December
Y2  - 2024
DO  - 10.17275/per.24.100.11.6
JF  - Participatory Educational Research
JO  - PER
PB  - Özgen KORKMAZ
WT  - DergiPark
SN  - 2148-6123
SP  - 168
EP  - 187
VL  - 11
IS  - H. Ferhan Odabaşı Gift Issue
LA  - en
AB  - The study aimed to determine the effect of the information technologies course on students' computational thinking skills and technology-mediated learning process. The study was conducted on 237 first-year students of the Faculty of Education who were enrolled in the information technology course, and a one-group pretest-posttest design was used. Dependent t-test, independent t-test, and correlation analysis were used to analyze the data. In the results obtained from the study, it was found that the information technologies course did not make a significant difference on the students' computational thinking skills, while it made a significant difference on the effect of technology-mediated learning on the learning process. When the effect of the information technologies course on computational thinking skills and technology-mediated learning process in terms of gender factor was considered as pre-test and post-test, there was a significant difference in favor of male students in terms of computational thinking skills and technology-mediated learning process within the scope of pre-test data, while there was no significant difference within the scope of post-test data. The study also showed that there was a positive and moderate relationship between students' computational thinking skills and their attitudes toward the technology-mediated learning process. In the context of this finding, it can be stated that technology-enhanced learning environments can have a positive effect on the development of computational thinking skills, and that lessons delivered in such learning environments can contribute to the development of students' creativity, algorithmic thinking, critical thinking, problem solving and collaborative working skills.
KW  - Computational thinking skills
KW  - technology-mediated learning
KW  - information technologies course
KW  - teacher candidate.
CR  - Akbulut, Y. (2010). SPSS Applications in Social Sciences. Ideal Culture Publishing.
CR  - Akgün, F. (2020). An evaluation of pre-service teacher’s information and communications technology competency and computational thinking skills in terms of different variables. Trakya University Journal of Social Science, 22(1), 629-654. https://doi.org/10.26468/trakyasobed.679581
CR  - Akkaya, A., & Akpinar, Y. (2022). Experiential serious-game design for development of knowledge of object-oriented programming and computational thinking skills.  Computer Science Education, 32(4), 476-501. https://doi.org/10.1080/08993408.2022.2044673
CR  - Alavi, M., & Leidner, D. E. (2001). Research commentary: Technology-mediated learning—A call for greater depth and breadth of research. Information systems research, 12(1), 1-10. https://doi.org/10.1287/isre.12.1.1.9720
CR  - Alsancak Sırakaya, D. (2019). The effect of programming teaching on computational thinking. The Journal of Turkish Social Research, 23(2), 575-590. https://dergipark.org.tr/en/download/article-file/779583
CR  - Armstrong, R.A. (2014). When to use the bonferroni correction. Ophthalmic and Physiological Optics, 34, 502 - 508. https://doi.org/10.1111/opo.12131
CR  - Atiker, B. (2019). Effects of computational thinking skills to the success of secondary school students in programming instruction. (Unpublished doctoral dissertation). Istanbul University.
CR  - Atman Uslu, N., Mumcu, F., & Eğin, F. (2018). The effect of visual programming activities on secondary school students’ computational thinking skills. Journal of Ege Education Technologies, 2(1), 19-31. https://dergipark.org.tr/en/download/article-file/511326
CR  - Atmatzidou, S., & Demetriadis, S. (2016). Advancing students’ computational thinking skills through educational robotics: A study on age and gender relevant differences. Robotics and Autonomous Systems, 75, 661-670. https://doi.org/10.1016/j.robot.2015.10.008
CR  - Aziz, T., Khan, M. B., & Singh, R. (2010). Effects of information technology usage on student learning: An empirical study in the United States. International Journal of Management, 27(2), 205. https://www.proquest.com/openview/fd49191397468bdfe24e50c13cc18549/1?cbl=5703&pq-origsite=gscholar
CR  - Babacan, N., & Güler, Ç. (2022). Investigation of university students' attitudes towards the effect of technology-mediated learning on the learning process. Futuristic Implementations of Research in Education (FIRE), 3(1), 18-29.  https://firejournal.org/index.php/fire/article/view/65/37
CR  - Bal, N. (2019). The effect of basic robotic education on secondary school students '21st-century skills and computational thinking skills. (Unpublished Master’s Thesis). Hatay Mustafa Kemal University.
CR  - Bhat, R.A. (2023). The impact of technology integration on student learning outcomes: a comparative study. International Journal of Social Science, Educational, Economics, Agriculture Research and Technology (IJSET), 592-596. doi:10.54443/ijset.v2i9.218
CR  - Bower, M. (2019). Technology‐mediated learning theory. British Journal of Educational Technology, 50(3), 1035-1048. https://doi.org/10.1111/bjet.12771
CR  - Büyüköztürk, Ş., Kılıç Çakmak, E., Akgün, E., Karadeniz, Ş., & Demirel, F. (2012). Scientific Research Methods. Pegem Academy Publications.
CR  - Cai, Z., Fan, X., & Du, J. (2017). Gender and attitudes toward technology use: A meta-analysis. Computers & Education, 105, 1-13. https://doi.org/10.1016/j.compedu.2016.11.003
CR  - Cheng, Y. P., Lai, C. F., Chen, Y. T., Wang, W. S., Huang, Y. M., & Wu, T. T. (2023). Enhancing student's computational thinking skills with student-generated questions strategy in a game-based learning platform.  Computers & Education, 200, 104794. https://doi.org/10.1016/j.compedu.2023.104794
CR  - Conole, G., & Jones, C. (2010). Sharing practice, problems and solutions for institutional change: Comparing different forms of representation. Technology-Enhanced Learning, 277-295. https://doi.org/10.1163/9789460910623_017
CR  - Computer Science Teachers Association & International Society for Technology in Education (2011). Computational thinking in K–12 Education leadership toolkit. https://cdn.iste.org/www-root/2020-10/ISTE_CT_Leadership_Toolkit_booklet.pdf
CR  - Cueva, A. & Inga, E. (2022). Information and communication technologies for education considering the flipped learning model. Eduation Sciences., 12, 207. https://doi.org/10.3390/ educsci12030207
CR  - Çakır, E., & Yaman, S. (2018). The effect of flipped classroom model on students’ science success and computational thinking skills. Gazi University Journal of Gazi Educational Faculty, 38(1), 75-99. https://dergipark.org.tr/en/download/article-file/462732
CR  - Çimentepe, E. (2019). The effect of STEM activities on academic achievement, scientific process skills and computational thinking skills. (Unpublished Master’s Thesis). Niğde Omer Halisdemir University.
CR  - Delal, H., & Oner, D. (2020). Developing middle school students’ computational thinking skills using unplugged computing activities. Informatics in Education, 19(1), 1-13. 
doi: 10.15388/infedu.2020.01
CR  - Demir, Ü., & Cevahir, H. (2020). Investigation of the relationship between algorithmic thinking capability and problem solving skills: The case of Vocational and Technical Anatolian High School. Kastamonu Education Journal, 28(4), 1610-1619. https://doi.org/10.24106/kefdergi.4179
CR  - Doğan, U., & Kert, S. B. (2016). The effect of computer game development process to the critical skills and academic success of secondary school students. Boğaziçi University Journal of Education, 33(2), 21-42.  https://dergipark.org.tr/en/pub/buje/issue/29693/319507
CR  - Dong, W., Li, Y., Sun, L., & Liu, Y. (2024). Developing pre-service teachers’ computational thinking: a systematic literature review. International Journal of Technology and Design Education, 34(1), 191-227. https://doi.org/10.1007/s10798-023-09811-3
CR  - Ece, F., & Çendek, M. H. (2022). Examining the attitudes of secondary school students towards İnformation technologies and software course. Journal of Göbeklitepe Education and Sports Sciences, 1(1), 12-22. https://dergipark.org.tr/en/pub/gesd/issue/73745/1223097
CR  - Ergin, H., & Arıkan, Y. D. (2023). The effect of project based learning approach on computational thinking skills and programming self-efficacy beliefs.  Academic Journal of Information Technology (AJIT-e), 14(55), 320-334. https://doi.org/10.5824/ajite.2023.04.001.x
CR  - Ferrer, J., Ringer, A., Saville, K., A Parris, M., & Kashi, K. (2022). Students’ motivation and engagement in higher education: The importance of attitude to online learning. Higher Education, 83(2), 317-338. https://doi.org/10.1007/s10734-020-00657-5
CR  - Funk, P. (2021, 27 January). Technology in education. Figshare. https://doi.org/10.6084/m9.figshare.20444103.v1
CR  - Gonda, D., Ďuriš, V., Tirpáková, A., & Pavlovičová, G. (2022). Teaching algorithms to develop the algorithmic thinking of informatics students. Mathematics, 10(20), 3857. https://doi.org/10.3390/math10203857
CR  - Gunbatar, M. S., & Turan, B. (2019). The effect of block-based programming on the computational thinking skills of middle school students [Special issue]. Turkish Online Journal of Educational Technology, 2, 335-339.  https://eric.ed.gov/?id=ED603404
CR  - Gupta, K. D., & Goel, S. (2024). Integration of technology into education and its effects on student learning. International Journal For Multidisciplinary Research, 6 (2). https://doi.org/10.36948/ijfmr.2024.v06i02.15586
CR  - Gülbahar, Y., Kert, S. B. ve Kalelioğlu, F. (2019). The self-efficacy perception scale for computational thinking skill: validity and reliability study. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 10(1), 1-29. https://doi.org/10.16949/turkbilmat.385097
CR  - Gülmez, A., & Somyürek, S. (2022). Pre-service computer education and instructional technology teachers’ perceptions of their professional competence. Hacettepe University Journal of Education, 37(1), 58-75. doi: 10.16986/HUJE.2020063851
CR  - Gündoğdu, B. (2020). The effect of algorithm teaching on vocational high school students' computational thinking, cognitive load and achievement. (Unpublished Master’s Thesis). Atatürk University.
CR  - Hardaway, D. E. & Scamell, R. W., (2005). Use of a technology-mediated learning instructional approach for teaching an introduction to information technology course. Journal of Information Systems Education, 16(2), 137-146.
Available at: https://aisel.aisnet.org/jise/vol16/iss2/3
CR  - Hsu, T.C., Chang, S.C., & Hung, Y.T. (2018). How to learn and how to teach computational thinking: suggestions based on a review of the literature. Computers & Education, 126, 296-310. https://doi.org/10.1016/j.compedu.2018.07.004
CR  - Hu, L. (2024). Exploring gender differences in computational thinking among k-12 students: a meta-analysis investigating influential factors. Journal of Educational Computing Research, 62 (5). https://doi.org/10.1177/07356331241240670
CR  - Hylén, J. (2015). Mobile learning and social media in adult learning. European Commission: Vocational Training and Adult Education. https://janhylen.se/wp-content/uploads/2015/04/Mobile-Learning-and-Social-Media-in-Adult-Learning-1.pdf
CR  - International Society for Technology in Education & Computer Science Teachers Association & International Society for Technology in Education, (2011a). Computational thinking in K–12 education teacher resources (second edition) J. Harrison, J. Jane, & C. Sykora, (Eds.). https://cdn.iste.org/www-root/2020-10/ISTE_CT_Teacher_Resources_2ed.pdf
CR  - International Society for Technology in Education (2015). ISTE standards for students. https://iste.org/standards/students
CR  - Karaçam Duman, N. F. (2020). Text-based programming education: investigation of computational thinking skills and academic achievements on secondary school students. (Unpublished Master’s Thesis).  Bahçeşehir University.
CR  - Kert, S. B., Yeni, S., & Fatih Erkoç, M. (2022). Enhancing computational thinking skills of students with disabilities. Instructional Science, 50(4), 625-651. https://doi.org/10.1007/s11251-022-09585-6
CR  - Kılıç, M. Y. (2022). Analysis of teacher candidates 'perceptions of computer self-efficiency and attitudes towards E-Learning. Gazi University Journal of Gazi Educational Faculty (GUJGEF), 42(1), 239-272.  https://doi.org/10.17152/gefad.942359
CR  - Kılıç, S. (2022). The effect of robotics programming on the computational thinking skill development of associate degree students. Afyon Kocatepe University Journal of Social Sciences, 24(2), 480-494. https://doi.org/10.32709/akusosbil.919479
CR  - Korkmaz, Ö., Çakir, R., & Özden, M. Y. (2017). A validity and reliability study of the computational thinking scales (CTS). Computers in human behavior, 72, 558-569. https://doi.org/10.1016/j.chb.2017.01.005
CR  - Kukul, V. (2018). The effect of different structured processes on students' computational thinking skills, self-efficacy levels and programming achievements in programming teaching. (Unpublished doctoral dissertation). Gazi University.
CR  - Kruchinina, G. A., Tararina, L. I., Sokolova, E. E., Limarova, E. V., Muskhanova, I. V., Arsaliyev, S. M., Bazayeva, F. U., & Tagirova, N. P. (2016). Information and communication technologies in education as a factor of students motivation. International Review of Management and Marketing, 6(2), 104-109.  https://dergipark.org.tr/en/download/article-file/366807
CR  - Kwon, K., Jeon, M., Zhou, C., Kim, K., & Brush, T. A. (2024). Embodied learning for computational thinking in early primary education. Journal of Research on Technology in Education, 56(4), 410-430. https://doi.org/10.1080/15391523.2022.2158146
CR  - Liu, S., Peng, C., & Srivastava, G. (2023). What influences computational thinking? A theoretical and empirical study based on the influence of learning engagement on computational thinking in higher education. Computer Applications in Engineering Education, 31(6), 1690-1704. http://doi.org/10.1002/cae.22669
CR  - Malik, S. I., Shakir, M., Eldow, A., & Ashfaque, M. W. (2019). Promoting algorithmic thinking in an introductory programming Course. International Journal of Emerging Technologies in Learning, 14(1). https://doi.org/10.3991/ijet.v14i01.9061
CR  - Mills, K.A., Cope, J., Scholes, L., & Rowe, L. (2024). Coding and computational thinking across the curriculum: a review of educational outcomes. Review of Educational Research. 1-38. https://doi.org/10.3102/003465432412413
CR  - Oluk, A., Korkmaz, Ö. & Oluk, H. A. (2018). Effect of scratch on 5th graders’ algorithm development and computational thinking skills Turkish Journal of Computer and Mathematics Education (TURCOMAT), 9 (1), 54-71. https://doi.org/10.16949/turkbilmat.399588
CR  - Paf, M., & Dincer, B. (2021). A study of the relationship between secondary school students' computational thinking skills and creative problem-solving skills. Turkish Online Journal of Educational Technology-TOJET, 20(4), 1-15. https://eric.ed.gov/?id=EJ1313467
CR  - Papert, S. (1980). Mindstorms: children, computers, and powerful ideas. Basic Books: A Division of Harper Collins Publishers.  https://kvantti.kapsi.fi/Documents/LCL/mindstorms-chap1.pdf
CR  - Pellas, N., & Peroutseas, E. (2016). Gaming in second life via scratch4sl: engaging high school students in programming courses. Journal of Educational Computing Research, 54(1), 108-143. https://doi.org/10.1177/0735633115612785
CR  - Pucer, P., Trobec, I., & Žvanut, B. (2014). An information communication technology based approach for the acquisition of critical thinking skills. Nurse Education Today, 34(6), 964-970. https://doi.org/10.1016/j.nedt.2014.01.011
CR  - Saadé, R. G., Morin, D., & Thomas, J. D. (2012). Critical thinking in e-learning environments. Computers in Human Behavior, 28(5), 1608-1617. https://doi.org/10.1016/j.chb.2012.03.025
CR  - Sırakaya, D. A. (2019). The effect of programming teaching on computational thinking. The Journal of Turkish Social Research, 23(2), 575-590. https://dergipark.org.tr/en/download/article-file/779583
CR  - Stamatios, P. (2024). Can preschoolers learn computational thinking and coding skills with ScratchJr? A systematic literature review. International Journal of Educational Reform, 33(1), 28-61. https://doi.org/10.1177/10567879221076077
CR  - Su, J., & Yang, W. (2023). A systematic review of integrating computational thinking in early childhood education. Computers and Education Open, 4. https://doi.org/10.1016/j.caeo.2023.100122
CR  - Sun, L., Guo, Z., & Hu, L. (2023). Educational games promote the development of students’ computational thinking: a meta-analytic review. Interactive Learning Environments, 31(6), 3476-3490. https://doi.org/10.1080/10494820.2021.1931891
CR  - Sun, L., Hu, L., & Zhou, D. (2022). Programming attitudes predict computational thinking: Analysis of differences in gender and programming experience. Computers & Education, 181. https://doi.org/10.1016/j.compedu.2022.104457
CR  - Tabachnick B. G., Fidell L. S. (2013). Using multivariate statistics (6th ed.). MA: Pearson.
CR  - Tikva, C., & Tambouris, E. (2021). Mapping computational thinking through programming in K-12 education: A conceptual model based on a systematic literature Review. Computers & Education, 162. https://doi.org/10.1016/j.compedu.2020.104083
CR  - Top, O., & Arabacıoğlu, T. (2021). Computational thinking: a systematic literature review. Journal of Uludag University Faculty of Education, 34(2), 527-567. https://doi.org/10.19171/uefad.850325
CR  - Tosik-Gün, E., & Güyer, T. (2019). A systematic literature review on assessing computational thinking. Journal of Ahmet Keleşoğlu Education Faculty, 1(2), 99-120. https://doi.org/10.38151/akef.597505
CR  - Uğur, N. & Çakiroglu, U. (2024). Implementing reflective thinking in computer science unplugged to enhance computational thinking. International Journal of Technology in Education and Science (IJTES), 8(2), 196-218. https://doi.org/10.46328/ijtes.515
CR  - Usta, N., & Düzalan, N. (2021). Thematic analysis of studies on computational thinking in education in Turkey and Abroad. International Journal of Humanities and Social Science Invention (IJHSSI), 10(8), 22-38. doi: 10.35629/7722-1008022238
CR  - Üzümcü, O., & Bay, E. (2021). The effect of computational thinking skill program design developed according to interest driven creator theory on prospective teachers. Education and Information Technologies, 26(1), 565-583. https://doi.org/10.1007/s10639-020-10268-3
CR  - Üzümcü, Ö., & Bay, E. (2018). A new 21st-century skill in education: computational thinking. International Journal of Social Sciences in Turkish Cultural Geography, 3(2), 1-16. https://dergipark.org.tr/en/download/article-file/752455
CR  - Wang, S., Zhang, K., Du, M., and Wang, Z. (2018). Development and measurement validity of an instrument for the impact of technology-mediated learning on learning processes. Computers & Education, 121, 131-142. https://doi.org/10.1016/j.compedu.2018.03.006
CR  - Wieking, B.A. (2016). Technology integration and student learning motivation (Unpublished master's thesis). Northwestern College. http://nwcommons.nwciowa.edu/education_masters/5/
CR  - Wing, J. (2006). Computational thinking. Communications of the ACM, 49(3), 33-35. https://doi.org/10.1145/1118178.111821
CR  - Yağcı, M. (2019). A valid and reliable tool for examining computational thinking skills. Education and Information Technologies, 24(1), 929-951. https://doi.org/10.1007/s10639-018-9801-8
CR  - Yang, K., Liu, X., & Chen, G. (2020). The influence of robots on students’ computational thinking: A literature review. International Journal of Information and Education Technology, 10(8), 627-631. https://www.ijiet.org/vol10/1435-ET023.pdf
CR  - Yılmaz, M., Üredi, L. & Akbaşlı, S. (2015). The identification of preservice teachers’ level of computer competency and their perception of technology use in teaching. International Journal of Humanities and Education, 1(1), 105-121. https://dergipark.org.tr/en/download/article-file/357543
CR  - Yolcu, V., & Demirer, V. (2023). The effects of educational robotics in programming education on students' programming success, computational thinking, and transfer of learning. Computer Applications in Engineering Education, 31(6), 1633-1647. 
doi: 10.1002/cae.22664
CR  - Yünkül, E., Durak, G., Çankaya, S., & Mısırlı, Z. A. (2017). The effects of scratch software on students’ computational thinking skills. Necatibey Faculty of Education Electronic Journal of Science and Mathematics Education, 11(2), 502-517. https://doi.org/10.17522/balikesirnef.373424
CR  - Zeng, Y., Yang, W., & Bautista, A. (2023). Computational thinking in early childhood education: Reviewing the literature and redeveloping the three-dimensional framework. Educational Research Review, 39. https://doi.org/10.1016/j.edurev.2023.100520
UR  - https://doi.org/10.17275/per.24.100.11.6
L1  - https://dergipark.org.tr/en/download/article-file/4381906
ER  -