Skip to main content
Erschienen in: Technology, Knowledge and Learning 1/2023

31.08.2021 | Original research

Modeling of Relationship of Personal and Affective Variables With Computational Thinking and Programming

verfasst von: Hatice Yildiz Durak, Mustafa Saritepeci, Aykut Durak

Erschienen in: Technology, Knowledge and Learning | Ausgabe 1/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Computational thinking skill is one of the basic skills required for every individual, such as reading and writing. For the development of CT, programming education is seen as the key. In the context of programming and CT relationship, it is very important to model individual characteristics and various affective variables with a holistic approach in the programming process. The purpose of this study is to determine and model the relationships of some individual characteristics, personal and affective variables for programming, with CT. One hundred and eighty-one middle school students participated in the implementation. As a result of the research, it was determined that there is a significant relationship between personal variables and attitude towards programming and interest in programming. On the other hand, it has been determined that there is no significant relationship between personal characteristics and self-efficacy for programming and the importance given to programming. In this model, the most influential predictor of attitude and interest towards programming was gender.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Akçay, T. (2009). Perceptions of students and teachers about the use of A kid’s programming language in computer courses. M.S. Thesis, middle east technical university, the graduate school of natural and applied sciences, Ankara. Akçay, T. (2009). Perceptions of students and teachers about the use of A kid’s programming language in computer courses. M.S. Thesis, middle east technical university, the graduate school of natural and applied sciences, Ankara.
Zurück zum Zitat Altun, A., & Mazman, S. G. (2012). Developing computer programming self-efficacy scale. Journal of Measurement and Evaluation in Education and Psychology, 3(2), 297–308. Altun, A., & Mazman, S. G. (2012). Developing computer programming self-efficacy scale. Journal of Measurement and Evaluation in Education and Psychology, 3(2), 297–308.
Zurück zum Zitat Angeli, C., & Valanides, N. (2020). Developing young children’s computational thinking with educational robotics: An interaction effect between gender and scaffolding strategy. Computers in Human Behavior, 105, 105954.CrossRef Angeli, C., & Valanides, N. (2020). Developing young children’s computational thinking with educational robotics: An interaction effect between gender and scaffolding strategy. Computers in Human Behavior, 105, 105954.CrossRef
Zurück zum Zitat Angeli, C., Voogt, J., Fluck, A., Webb, M., Cox, M., Malyn-Smith, J., & Zagami, J. (2016). A K-6 computational thinking curriculum framework: Implications for teacher knowledge. Journal of Educational Technology & Society, 19(3), 47–57. Angeli, C., Voogt, J., Fluck, A., Webb, M., Cox, M., Malyn-Smith, J., & Zagami, J. (2016). A K-6 computational thinking curriculum framework: Implications for teacher knowledge. Journal of Educational Technology & Society, 19(3), 47–57.
Zurück zum Zitat Atman Uslu, N. & Mumcu, F. (2020). Bilişim Teknolojileri öğretmenlerinin programlama eğitimine ilişkin algıladıkları yeterlikleri ve mesleki gelişim beklentileri üzerine bir inceleme. H. F. Odabaşı, B. Akkoyunlu, A. İşman (Ed.), Eğitim Teknolojileri Okumaları. Pegem Akademi, Ankara. Atman Uslu, N. & Mumcu, F. (2020). Bilişim Teknolojileri öğretmenlerinin programlama eğitimine ilişkin algıladıkları yeterlikleri ve mesleki gelişim beklentileri üzerine bir inceleme. H. F. Odabaşı, B. Akkoyunlu, A. İşman (Ed.), Eğitim Teknolojileri Okumaları. Pegem Akademi, Ankara.
Zurück zum Zitat Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–2015.CrossRef Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–2015.CrossRef
Zurück zum Zitat Barr, V., & Stephenson, C. (2011). Bringing computational thinking to K-12: What is Involved and what is the role of the computer science education community? Acm Inroads, 2(1), 48–54.CrossRef Barr, V., & Stephenson, C. (2011). Bringing computational thinking to K-12: What is Involved and what is the role of the computer science education community? Acm Inroads, 2(1), 48–54.CrossRef
Zurück zum Zitat Baser, M. (2013b). Attitude, gender and achievement in computer programming. Online Submission, 14(2), 248–255. Baser, M. (2013b). Attitude, gender and achievement in computer programming. Online Submission, 14(2), 248–255.
Zurück zum Zitat Baser, N. (2013a). Asian Research Consortium. Asian Journal of Research in Banking and Finance, 3(10), 28–40. Baser, N. (2013a). Asian Research Consortium. Asian Journal of Research in Banking and Finance, 3(10), 28–40.
Zurück zum Zitat Bergin, S., & Reilly, R. (2005). Programming: factors that influence success. ACM SIGCSE Bulletin, 37(1), 411–415.CrossRef Bergin, S., & Reilly, R. (2005). Programming: factors that influence success. ACM SIGCSE Bulletin, 37(1), 411–415.CrossRef
Zurück zum Zitat Boechler, P., Dragon, K., & Wasniewski, E. (2014). Digital literacy concepts and definitions: Implications for educational assessment and practice. International Journal of Digital Literacy and Digital Competence (IJDLDC), 5(4), 1–18.CrossRef Boechler, P., Dragon, K., & Wasniewski, E. (2014). Digital literacy concepts and definitions: Implications for educational assessment and practice. International Journal of Digital Literacy and Digital Competence (IJDLDC), 5(4), 1–18.CrossRef
Zurück zum Zitat Brennan, K., & Resnick, M. (2012). New frameworks for studying and assessing the development of computational thinking. In Proceedings of the 2012 annual meeting of the American Educational Research Association, Vancouver, Canada (pp. 1–25). Brennan, K., & Resnick, M. (2012). New frameworks for studying and assessing the development of computational thinking. In Proceedings of the 2012 annual meeting of the American Educational Research Association, Vancouver, Canada (pp. 1–25).
Zurück zum Zitat Bruckman, A., Jensen, C., & DeBonte, A. (2002). Gender and programming achievement in a CSCL environment. In Proceedings of the Conference on computer support for collaborative learning: Foundations for a CSCL Community (pp. 119–127). Bruckman, A., Jensen, C., & DeBonte, A. (2002). Gender and programming achievement in a CSCL environment. In Proceedings of the Conference on computer support for collaborative learning: Foundations for a CSCL Community (pp. 119–127).
Zurück zum Zitat Bubica, N., & Boljat, I. (2018). Assessment of computational thinking. Paper presented at the CTE2018: international conference on computational thinking education 201. Bubica, N., & Boljat, I. (2018). Assessment of computational thinking. Paper presented at the CTE2018: international conference on computational thinking education 201.
Zurück zum Zitat Buitrago Flórez, F., Casallas, R., Hernández, M., Reyes, A., Restrepo, S., & Danies, G. (2017). Changing a generation’s way of thinking: Teaching computational thinking through programming. Review of Educational Research, 87(4), 834–860.CrossRef Buitrago Flórez, F., Casallas, R., Hernández, M., Reyes, A., Restrepo, S., & Danies, G. (2017). Changing a generation’s way of thinking: Teaching computational thinking through programming. Review of Educational Research, 87(4), 834–860.CrossRef
Zurück zum Zitat Burke, Q., & Kafai, Y. B. (2010). Programming & storytelling: Opportunities for learning about coding & composition. In Proceedings of the 9th international conference on interaction design and children (pp. 348–351). ACM. Burke, Q., & Kafai, Y. B. (2010). Programming & storytelling: Opportunities for learning about coding & composition. In Proceedings of the 9th international conference on interaction design and children (pp. 348–351). ACM.
Zurück zum Zitat Büyüköztürk, Ş. (2009). Sosyal bilimler için veri analizi el kitabı: İstatistik, araştırma deseni, SPSS uygulamaları ve yorum. Ankara: Pegem Yayınları. Büyüköztürk, Ş. (2009). Sosyal bilimler için veri analizi el kitabı: İstatistik, araştırma deseni, SPSS uygulamaları ve yorum. Ankara: Pegem Yayınları.
Zurück zum Zitat Byrne, P., & Lyons, G. (2001). The effect of student attributes on success in programming. ACM SIGCSE Bulletin, 33(3), 49–52.CrossRef Byrne, P., & Lyons, G. (2001). The effect of student attributes on success in programming. ACM SIGCSE Bulletin, 33(3), 49–52.CrossRef
Zurück zum Zitat Çelebi Uzgur, B., & Aykaç, N. (2016). The Evaluation of information technologies and software course’s curriculum according to the teacher’s ideas [In Turkish]. Mustafa Kemal University Journal of Social Sciences Institute, 13(34), 273–297. Çelebi Uzgur, B., & Aykaç, N. (2016). The Evaluation of information technologies and software course’s curriculum according to the teacher’s ideas [In Turkish]. Mustafa Kemal University Journal of Social Sciences Institute, 13(34), 273–297.
Zurück zum Zitat Chen, G., Shen, J., Barth-Cohen, L., Jiang, S., Huang, X., & Eltoukhy, M. (2017). Assessing elementary students’ computational thinking in everyday reasoning and robotics programming. Computers & Education, 109, 162–175.CrossRef Chen, G., Shen, J., Barth-Cohen, L., Jiang, S., Huang, X., & Eltoukhy, M. (2017). Assessing elementary students’ computational thinking in everyday reasoning and robotics programming. Computers & Education, 109, 162–175.CrossRef
Zurück zum Zitat DeJarnette, N. (2012). America’s children: Providing early exposure to STEM (science, technology, engineering and math) initiatives. Education, 133(1), 77–84. DeJarnette, N. (2012). America’s children: Providing early exposure to STEM (science, technology, engineering and math) initiatives. Education, 133(1), 77–84.
Zurück zum Zitat Delcker, J., & Ifenthaler, D. (2017). Computational thinking as an interdisciplinary approach to computer science school curricula: A German perspective. In P. J. Rich & C. Hodges (Eds.), Emerging research, practice, and policy on computational thinking (pp. 49–62). Springer. Delcker, J., & Ifenthaler, D. (2017). Computational thinking as an interdisciplinary approach to computer science school curricula: A German perspective. In P. J. Rich & C. Hodges (Eds.), Emerging research, practice, and policy on computational thinking (pp. 49–62). Springer.
Zurück zum Zitat Denner, J., Werner, L., & Ortiz, E. (2012). Computer games created by middle school girls: Can they be used to measure understanding of computer science concepts? Computers & Education, 58(1), 240–249.CrossRef Denner, J., Werner, L., & Ortiz, E. (2012). Computer games created by middle school girls: Can they be used to measure understanding of computer science concepts? Computers & Education, 58(1), 240–249.CrossRef
Zurück zum Zitat DiSessa, A. A. (2001). Changing minds: Computers, learning, and literacy. Mit Press. DiSessa, A. A. (2001). Changing minds: Computers, learning, and literacy. Mit Press.
Zurück zum Zitat Durak, H. (2016). Design and development of an instructional program for teaching programming process to gifted students. Unpublished Doctoral dissertation, Gazi University, Ankara. Durak, H. (2016). Design and development of an instructional program for teaching programming process to gifted students. Unpublished Doctoral dissertation, Gazi University, Ankara.
Zurück zum Zitat Durak, H. Y. (2020). The effects of using different tools in programming teaching of secondary school students on engagement, computational thinking and reflective thinking skills for problem solving. Technology, Knowledge and Learning, 25(1), 179–195.CrossRef Durak, H. Y. (2020). The effects of using different tools in programming teaching of secondary school students on engagement, computational thinking and reflective thinking skills for problem solving. Technology, Knowledge and Learning, 25(1), 179–195.CrossRef
Zurück zum Zitat Durak, H., & Guyer, T. (2019). Programming with Scratch in primary school, indicators related to effectiveness of education process and analysis of these indicators in terms of various variables. Gifted Education International, 35(3), 237–258.CrossRef Durak, H., & Guyer, T. (2019). Programming with Scratch in primary school, indicators related to effectiveness of education process and analysis of these indicators in terms of various variables. Gifted Education International, 35(3), 237–258.CrossRef
Zurück zum Zitat Erçetin, ŞŞ, & Durak, A. (2017). Processing, problems and solution suggestions of information technologies and software course in middle schools: Teacher opinions. Bartın Üniversitesi Eğitim Fakültesi Dergisi, 6(1), 159–176.CrossRef Erçetin, ŞŞ, & Durak, A. (2017). Processing, problems and solution suggestions of information technologies and software course in middle schools: Teacher opinions. Bartın Üniversitesi Eğitim Fakültesi Dergisi, 6(1), 159–176.CrossRef
Zurück zum Zitat Erol, O., & Kurt, A. A. (2017). Investigation of CEIT students’ attitudes towards programming. Mehmet Akif Ersoy University Journal of Faculty of Education, 1(41), 314–325. Erol, O., & Kurt, A. A. (2017). Investigation of CEIT students’ attitudes towards programming. Mehmet Akif Ersoy University Journal of Faculty of Education, 1(41), 314–325.
Zurück zum Zitat Esteves, M., & Mendes, A. J. (2004). A simulation tool to help learning of object oriented programming basics. In Frontiers in Education, 2004. FIE 2004. 34th Annual (pp. F4C-7). IEEE. Esteves, M., & Mendes, A. J. (2004). A simulation tool to help learning of object oriented programming basics. In Frontiers in Education, 2004. FIE 2004. 34th Annual (pp. F4C-7). IEEE.
Zurück zum Zitat Fesakis, G., & Serafeim, K. (2009). Influence of the familiarization with" scratch" on future teachers’ opinions and attitudes about programming and ICT in education. ACM SIGCSE Bulletin, 41(3), 258–262.CrossRef Fesakis, G., & Serafeim, K. (2009). Influence of the familiarization with" scratch" on future teachers’ opinions and attitudes about programming and ICT in education. ACM SIGCSE Bulletin, 41(3), 258–262.CrossRef
Zurück zum Zitat Fessakis, G., Gouli, E., & Mavroudi, E. (2013). Problem solvingby 5–6 years old kindergarten children in a computer programming environment: A case study. Computers & Education, 63, 87–97.CrossRef Fessakis, G., Gouli, E., & Mavroudi, E. (2013). Problem solvingby 5–6 years old kindergarten children in a computer programming environment: A case study. Computers & Education, 63, 87–97.CrossRef
Zurück zum Zitat Fields, D. A., Searle, K. A., Kafai, Y. B., & Min, H. S. (2012). Debuggems to assess student learning in e-textiles. In Proceedings of the 43rd ACM technical symposium on Computer science education (pp. 699–699). ACM. Fields, D. A., Searle, K. A., Kafai, Y. B., & Min, H. S. (2012). Debuggems to assess student learning in e-textiles. In Proceedings of the 43rd ACM technical symposium on Computer science education (pp. 699–699). ACM.
Zurück zum Zitat García-Peñalvo, F. J., & Mendes, A. J. (2017). Exploring the computational thinking effects in pre-university education. Computers in human behavior, 80, 407–411.CrossRef García-Peñalvo, F. J., & Mendes, A. J. (2017). Exploring the computational thinking effects in pre-university education. Computers in human behavior, 80, 407–411.CrossRef
Zurück zum Zitat Grover, S., & Pea, R. (2013). Computational thinking in K–12: A review of the state of the field. Educational Researcher, 42(1), 38–43.CrossRef Grover, S., & Pea, R. (2013). Computational thinking in K–12: A review of the state of the field. Educational Researcher, 42(1), 38–43.CrossRef
Zurück zum Zitat Hongwarittorrn, N., & Krairit, D. (2010). Effects of program visualization (jeliot3) on students' performance and attitudes towards java programming. In The spring 8th International conference on Computing, Communication and Control Technologies (pp. 6–9). Hongwarittorrn, N., & Krairit, D. (2010). Effects of program visualization (jeliot3) on students' performance and attitudes towards java programming. In The spring 8th International conference on Computing, Communication and Control Technologies (pp. 6–9).
Zurück zum Zitat Jenkins, T. (2002). On the difficulty of learning to program. In Proceedings of the 3rd annual conference of the LTSN centre for information and computer sciences (Vol. 4, No. 2002, pp. 53–58). Jenkins, T. (2002). On the difficulty of learning to program. In Proceedings of the 3rd annual conference of the LTSN centre for information and computer sciences (Vol. 4, No. 2002, pp. 53–58).
Zurück zum Zitat Kafai, Y. B., & Burke, Q. (2013). Computer programming goes back to school. Phi Delta Kappan, 95(1), 61–65.CrossRef Kafai, Y. B., & Burke, Q. (2013). Computer programming goes back to school. Phi Delta Kappan, 95(1), 61–65.CrossRef
Zurück zum Zitat Kalelioglu, F., Gülbahar, Y., & Kukul, V. (2016). A framework for computational thinking based on a systematic research review. Baltic Journal of Modern Computing, 4(3), 583–596. Kalelioglu, F., Gülbahar, Y., & Kukul, V. (2016). A framework for computational thinking based on a systematic research review. Baltic Journal of Modern Computing, 4(3), 583–596.
Zurück zum Zitat Karasar, N. (2005). Scientific research method. Nobel Publication Distribution. Karasar, N. (2005). Scientific research method. Nobel Publication Distribution.
Zurück zum Zitat Katai, Z., & Toth, L. (2010). Technologically and artistically enhanced multi-sensory computer-programming education. Teaching and Teacher Education, 26(2), 244–251.CrossRef Katai, Z., & Toth, L. (2010). Technologically and artistically enhanced multi-sensory computer-programming education. Teaching and Teacher Education, 26(2), 244–251.CrossRef
Zurück zum Zitat Kazakoff, E. R., Sullivan, A., & Bers, M. U. (2013). The effect of a classroom-based intensive robotics and programming workshop on sequencing ability in early childhood. Early Childhood Education Journal, 41(4), 245–255.CrossRef Kazakoff, E. R., Sullivan, A., & Bers, M. U. (2013). The effect of a classroom-based intensive robotics and programming workshop on sequencing ability in early childhood. Early Childhood Education Journal, 41(4), 245–255.CrossRef
Zurück zum Zitat Kazimoglu, C., Kiernan, M., Bacon, L., & MacKinnon, L. (2012). Learning programming at the computational thinking level via digital game-play. Procedia Computer Science, 9, 522–531.CrossRef Kazimoglu, C., Kiernan, M., Bacon, L., & MacKinnon, L. (2012). Learning programming at the computational thinking level via digital game-play. Procedia Computer Science, 9, 522–531.CrossRef
Zurück zum Zitat Kelleher, C., & Pausch, R. (2006). Lessons learned from designing a programming system to support middle school girls creating animated stories. In Visual languages and human-centric computing (VL/HCC'06) (pp. 165–172). IEEE. Kelleher, C., & Pausch, R. (2006). Lessons learned from designing a programming system to support middle school girls creating animated stories. In Visual languages and human-centric computing (VL/HCC'06) (pp. 165–172). IEEE.
Zurück zum Zitat Kelleher, C., & Pausch, R. (2007). Using storytelling to motivate programming. Communications of the ACM, 50(7), 58–64.CrossRef Kelleher, C., & Pausch, R. (2007). Using storytelling to motivate programming. Communications of the ACM, 50(7), 58–64.CrossRef
Zurück zum Zitat Kelleher, C., Pausch, R., & Kiesler, S. (2007). Storytelling alice motivates middle school girls to learn computer programming. In Proceedings of the SIGCHI conference on human factors in computing systems (pp. 1455–1464). Kelleher, C., Pausch, R., & Kiesler, S. (2007). Storytelling alice motivates middle school girls to learn computer programming. In Proceedings of the SIGCHI conference on human factors in computing systems (pp. 1455–1464).
Zurück zum Zitat Koh, K. H., Nickerson, H., Basawapatna, A., & Repenning, A. (2014). Early validation of computational thinking pattern analysis. In Proceedings of the 2014 conference on innovation & technology in computer science education (pp. 213–218). ACM. Koh, K. H., Nickerson, H., Basawapatna, A., & Repenning, A. (2014). Early validation of computational thinking pattern analysis. In Proceedings of the 2014 conference on innovation & technology in computer science education (pp. 213–218). ACM.
Zurück zum Zitat Kong, S. C., Chiu, M. M., & Lai, M. (2018). A study of primary school students’ interest, collaboration attitude, and programming empowerment in computational thinking education. Computers & Education, 127, 178–189.CrossRef Kong, S. C., Chiu, M. M., & Lai, M. (2018). A study of primary school students’ interest, collaboration attitude, and programming empowerment in computational thinking education. Computers & Education, 127, 178–189.CrossRef
Zurück zum Zitat Kong, S.-C., Lai, M., & Sun, D. (2020). Teacher development in computational thinking: Design and learning outcomes of programming concepts, practices and pedagogy. Computers & Education, 151, 103872.CrossRef Kong, S.-C., Lai, M., & Sun, D. (2020). Teacher development in computational thinking: Design and learning outcomes of programming concepts, practices and pedagogy. Computers & Education, 151, 103872.CrossRef
Zurück zum Zitat Korkmaz, Ö., Çakır, R., Özden, M. Y., Oluk, A., & Sarıoğlu, S. (2015a). Bireylerin Bilgisayarca Düşünme Becerilerinin Farklı Değişkenler Açısından İncelenmesi. Ondokuz Mayıs Üniversitesi Eğitim Fakültesi Dergisi, 34(2), 68–87. Korkmaz, Ö., Çakır, R., Özden, M. Y., Oluk, A., & Sarıoğlu, S. (2015a). Bireylerin Bilgisayarca Düşünme Becerilerinin Farklı Değişkenler Açısından İncelenmesi. Ondokuz Mayıs Üniversitesi Eğitim Fakültesi Dergisi, 34(2), 68–87.
Zurück zum Zitat Korkmaz, Ö., Çakır, R., & Özden, M. Y. (2015b). Computational thinking levels scale (CTLS) adaptation for secondary school level. Gazi Journal of Education Sciences, 1(2), 143–162. Korkmaz, Ö., Çakır, R., & Özden, M. Y. (2015b). Computational thinking levels scale (CTLS) adaptation for secondary school level. Gazi Journal of Education Sciences, 1(2), 143–162.
Zurück zum Zitat 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.CrossRef 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.CrossRef
Zurück zum Zitat Lau, W. W., & Yuen, A. H. (2009). Exploring the effects of gender and learning styles on computer programming performance: Implications for programming pedagogy. British Journal of Educational Technology, 40(4), 696–712.CrossRef Lau, W. W., & Yuen, A. H. (2009). Exploring the effects of gender and learning styles on computer programming performance: Implications for programming pedagogy. British Journal of Educational Technology, 40(4), 696–712.CrossRef
Zurück zum Zitat Lau, W. W., & Yuen, A. H. (2011). Modelling programming performance: Beyond the influence of learner characteristics. Computers & Education, 57(1), 1202–1213.CrossRef Lau, W. W., & Yuen, A. H. (2011). Modelling programming performance: Beyond the influence of learner characteristics. Computers & Education, 57(1), 1202–1213.CrossRef
Zurück zum Zitat Lawanto, K., Close, K., Ames, C., & Brasiel, S. (2017). Exploring strengths and weaknesses in middle school students’ computational thinking in scratch. In P. Rich & C. Hodges (Eds.), Emerging research, practice, and policy on computational thinking. Educational communications and technology: Issues and innovations. Cham: Springer. Lawanto, K., Close, K., Ames, C., & Brasiel, S. (2017). Exploring strengths and weaknesses in middle school students’ computational thinking in scratch. In P. Rich & C. Hodges (Eds.), Emerging research, practice, and policy on computational thinking. Educational communications and technology: Issues and innovations. Cham: Springer.
Zurück zum Zitat Lee, I., Martin, F., & Apone, K. (2014). Integrating computational thinking across the K-8 curriculum. ACM Inroads, 5(4), 64–71.CrossRef Lee, I., Martin, F., & Apone, K. (2014). Integrating computational thinking across the K-8 curriculum. ACM Inroads, 5(4), 64–71.CrossRef
Zurück zum Zitat Lee, I., Martin, F., Denner, J., Coulter, B., Allan, W., Erickson, J., Malyn-Smith, J., & Werner, L. (2011). Computational thinking for youth in practice. Acm Inroads, 2(1), 32–37.CrossRef Lee, I., Martin, F., Denner, J., Coulter, B., Allan, W., Erickson, J., Malyn-Smith, J., & Werner, L. (2011). Computational thinking for youth in practice. Acm Inroads, 2(1), 32–37.CrossRef
Zurück zum Zitat Lye, S. Y., & Koh, J. H. L. (2014). Review on teaching and learning of computational thinking through programming: What is next for K-12? Computers in Human Behavior, 41, 51–61.CrossRef Lye, S. Y., & Koh, J. H. L. (2014). Review on teaching and learning of computational thinking through programming: What is next for K-12? Computers in Human Behavior, 41, 51–61.CrossRef
Zurück zum Zitat Maloney, J. H., Peppler, K., Kafai, Y., Resnick, M., & Rusk, N. (2008). Programming by choice: Urban youth learning programming with scratch. ACM SIGCSE Bulletin, 40(1), 367–371.CrossRef Maloney, J. H., Peppler, K., Kafai, Y., Resnick, M., & Rusk, N. (2008). Programming by choice: Urban youth learning programming with scratch. ACM SIGCSE Bulletin, 40(1), 367–371.CrossRef
Zurück zum Zitat Mims-Word, M. (2012). The importance of technology usage in the classroom, does gender gaps exist. Contemporary Issues in Education Research, 5(4), 271–278. Mims-Word, M. (2012). The importance of technology usage in the classroom, does gender gaps exist. Contemporary Issues in Education Research, 5(4), 271–278.
Zurück zum Zitat Moreno, J. (2012). Digital competition game to improve programming skills. Journal of Educational Technology & Society, 15(3), 288–297. Moreno, J. (2012). Digital competition game to improve programming skills. Journal of Educational Technology & Society, 15(3), 288–297.
Zurück zum Zitat National research council (US). (2010). Report of a workshop on the scope and nature of computational thinking. National academies press. National research council (US). (2010). Report of a workshop on the scope and nature of computational thinking. National academies press.
Zurück zum Zitat Özyurt, Ö., & Özyurt, H. (2015). A study for determining computer programming students’ attitudes towards programming and their programming self-efficacy. Journal of Theory and Practice in Education, 11(1), 51–67. Özyurt, Ö., & Özyurt, H. (2015). A study for determining computer programming students’ attitudes towards programming and their programming self-efficacy. Journal of Theory and Practice in Education, 11(1), 51–67.
Zurück zum Zitat Palaigeorgiou, G. E., Siozos, P. D., Konstantakis, N. I., & Tsoukalas, I. A. (2005). A computer attitude scale for computer science freshmen and its educational implications. Journal of Computer Assisted Learning, 21(5), 330–342.CrossRef Palaigeorgiou, G. E., Siozos, P. D., Konstantakis, N. I., & Tsoukalas, I. A. (2005). A computer attitude scale for computer science freshmen and its educational implications. Journal of Computer Assisted Learning, 21(5), 330–342.CrossRef
Zurück zum Zitat Pioro, B. T. (2004). Performance in an introductory computer programming course as a predictor of future success for engineering and computer science majors. In International Conference on Engineering Education, Gainesville, FL. Pioro, B. T. (2004). Performance in an introductory computer programming course as a predictor of future success for engineering and computer science majors. In International Conference on Engineering Education, Gainesville, FL.
Zurück zum Zitat Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., & Silverman, B. (2009). Scratch: Programming for all. Communications of the ACM, 52(11), 60–67.CrossRef Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., & Silverman, B. (2009). Scratch: Programming for all. Communications of the ACM, 52(11), 60–67.CrossRef
Zurück zum Zitat Román-González, M., Pérez-González, J. C., & Jiménez-Fernández, C. (2017a). Which cognitive abilities underlie computational thinking? Criterion validity of the computational thinking test. Computers in Human Behavior, 72, 678–691.CrossRef Román-González, M., Pérez-González, J. C., & Jiménez-Fernández, C. (2017a). Which cognitive abilities underlie computational thinking? Criterion validity of the computational thinking test. Computers in Human Behavior, 72, 678–691.CrossRef
Zurück zum Zitat Román-González, M., Pérez-González, J. C., Moreno-León, J., & Robles, G. (2017b). Extending the nomological network of computational thinking with non-cognitive factors. Computers in Human Behavior, 80, 441–459.CrossRef Román-González, M., Pérez-González, J. C., Moreno-León, J., & Robles, G. (2017b). Extending the nomological network of computational thinking with non-cognitive factors. Computers in Human Behavior, 80, 441–459.CrossRef
Zurück zum Zitat Rushkoff, D. (2010). Program or be programmed: Ten commands for a digital age. O/R Books. Rushkoff, D. (2010). Program or be programmed: Ten commands for a digital age. O/R Books.
Zurück zum Zitat Saritepeci, M., & Durak, H. (2017). Analyzing the effect of block and robotic coding activities on computational thinking in programming education. In I. Koleva & G. Duman (Eds.), Educational research and practice, Chapter 49 (pp. 490–501). St. Kliment Ohridski University Press. Saritepeci, M., & Durak, H. (2017). Analyzing the effect of block and robotic coding activities on computational thinking in programming education. In I. Koleva & G. Duman (Eds.), Educational research and practice, Chapter 49 (pp. 490–501). St. Kliment Ohridski University Press.
Zurück zum Zitat Sarpong, K. A. M., Arthur, J. K., & Amoako, P. Y. O. (2013). Causes of failure of students in computer programming courses: The teacher-learner perspective. International Journal of Computer Applications, 77(12), 27–32.CrossRef Sarpong, K. A. M., Arthur, J. K., & Amoako, P. Y. O. (2013). Causes of failure of students in computer programming courses: The teacher-learner perspective. International Journal of Computer Applications, 77(12), 27–32.CrossRef
Zurück zum Zitat Sax, L. J., Lehman, K. J., Jacobs, J. A., Kanny, M. A., Lim, G., Monje-Paulson, L., & Zimmerman, H. B. (2017). Anatomy of an enduring gender gap: The evolution of women’s participation in computer science. The Journal of Higher Education, 88(2), 258–293.CrossRef Sax, L. J., Lehman, K. J., Jacobs, J. A., Kanny, M. A., Lim, G., Monje-Paulson, L., & Zimmerman, H. B. (2017). Anatomy of an enduring gender gap: The evolution of women’s participation in computer science. The Journal of Higher Education, 88(2), 258–293.CrossRef
Zurück zum Zitat Shin, S., Park, P., & Bae, Y. (2013). The effects of an information-technology gifted program on friendship using scratch programming language and clutter. International Journal of Computer and Communication Engineering, 2(3), 246.CrossRef Shin, S., Park, P., & Bae, Y. (2013). The effects of an information-technology gifted program on friendship using scratch programming language and clutter. International Journal of Computer and Communication Engineering, 2(3), 246.CrossRef
Zurück zum Zitat Shute, V. J., Sun, C., & Asbell-Clarke, J. (2017). Demystifying computational thinking. Educational Research Review, 22, 142–158.CrossRef Shute, V. J., Sun, C., & Asbell-Clarke, J. (2017). Demystifying computational thinking. Educational Research Review, 22, 142–158.CrossRef
Zurück zum Zitat Sonnleitner, P., Brunner, M., Keller, U., & Martin, R. (2014). Differential relations between facets of complex problem solving and students’ immigration background. Journal of Educational Psychology, 106(3), 681.CrossRef Sonnleitner, P., Brunner, M., Keller, U., & Martin, R. (2014). Differential relations between facets of complex problem solving and students’ immigration background. Journal of Educational Psychology, 106(3), 681.CrossRef
Zurück zum Zitat Tang, K.-Y., Chou, T.-L., & Tsai, C.-C. (2019). A content analysis of computational thinking research: An international publication trends and research typology. The Asia-Pacific Education Researcher, 29, 9–19.CrossRef Tang, K.-Y., Chou, T.-L., & Tsai, C.-C. (2019). A content analysis of computational thinking research: An international publication trends and research typology. The Asia-Pacific Education Researcher, 29, 9–19.CrossRef
Zurück zum Zitat Uslu, N. A. (2018). Görsel programlama etkinliklerinin ortaokul öğrencilerinin bilgi-işlemsel düşünme becerilerine etkisi. Ege Eğitim Teknolojileri Dergisi, 2(1), 19–31. Uslu, N. A. (2018). Görsel programlama etkinliklerinin ortaokul öğrencilerinin bilgi-işlemsel düşünme becerilerine etkisi. Ege Eğitim Teknolojileri Dergisi, 2(1), 19–31.
Zurück zum Zitat Werner, L., Denner, J., Campe, S., & Kawamoto, D. C. (2012). The fairy performance assessment: measuring computational thinking in middle school. In Proceedings of the 43rd ACM technical symposium on computer science education (pp. 215–220). ACM. Werner, L., Denner, J., Campe, S., & Kawamoto, D. C. (2012). The fairy performance assessment: measuring computational thinking in middle school. In Proceedings of the 43rd ACM technical symposium on computer science education (pp. 215–220). ACM.
Zurück zum Zitat Wing, J. (2006). Computational thinking. Communications of the ACM, 49(3), 33–35.CrossRef Wing, J. (2006). Computational thinking. Communications of the ACM, 49(3), 33–35.CrossRef
Zurück zum Zitat Yağcı, M. (2016). Effect of attitudes of information technologies (IT) preservice teachers and computer programming (CP) students toward programming on their perception regarding their self-sufficiency for programming. Journal of Human Sciences, 13(1), 1418–1432.CrossRef Yağcı, M. (2016). Effect of attitudes of information technologies (IT) preservice teachers and computer programming (CP) students toward programming on their perception regarding their self-sufficiency for programming. Journal of Human Sciences, 13(1), 1418–1432.CrossRef
Zurück zum Zitat Yildiz Durak, H., & Güyer, T. (2018). Design and development of an instructional program for teaching programming processes to gifted students using scratch. In Jessica Cannaday (Ed.), Curriculum development for gifted education programs (pp. 61–99). IGI Global. Yildiz Durak, H., & Güyer, T. (2018). Design and development of an instructional program for teaching programming processes to gifted students using scratch. In Jessica Cannaday (Ed.), Curriculum development for gifted education programs (pp. 61–99). IGI Global.
Zurück zum Zitat Yildiz Durak, H., & Saritepeci, M. (2018). Analysis of the relation between computational thinking skills and various variables with the structural equation model. Computers & Education, 116, 191–202.CrossRef Yildiz Durak, H., & Saritepeci, M. (2018). Analysis of the relation between computational thinking skills and various variables with the structural equation model. Computers & Education, 116, 191–202.CrossRef
Zurück zum Zitat Yildiz Durak, H., Saritepeci, M., Topçu, A., & Durak, A. (2020). Investigation of variables related to computational thinking self-efficacy level in middle school students: Are demographic variables, academic success, or programming-related variables more important? In Michail Kalogiannakis & Stamatios Papadakis (Eds.), Handbook of research on tools for teaching computational thinking in P-12 education (pp. 54–74). IGI Global. Yildiz Durak, H., Saritepeci, M., Topçu, A., & Durak, A. (2020). Investigation of variables related to computational thinking self-efficacy level in middle school students: Are demographic variables, academic success, or programming-related variables more important? In Michail Kalogiannakis & Stamatios Papadakis (Eds.), Handbook of research on tools for teaching computational thinking in P-12 education (pp. 54–74). IGI Global.
Zurück zum Zitat Zhang, L., & Nouri, J. (2019). A systematic review of learning computational thinking through Scratch in K-9. Computers & Education, 141, 103607.CrossRef Zhang, L., & Nouri, J. (2019). A systematic review of learning computational thinking through Scratch in K-9. Computers & Education, 141, 103607.CrossRef
Metadaten
Titel
Modeling of Relationship of Personal and Affective Variables With Computational Thinking and Programming
verfasst von
Hatice Yildiz Durak
Mustafa Saritepeci
Aykut Durak
Publikationsdatum
31.08.2021
Verlag
Springer Netherlands
Erschienen in
Technology, Knowledge and Learning / Ausgabe 1/2023
Print ISSN: 2211-1662
Elektronische ISSN: 2211-1670
DOI
https://doi.org/10.1007/s10758-021-09565-8

Weitere Artikel der Ausgabe 1/2023

Technology, Knowledge and Learning 1/2023 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.