Skip to main content

Advertisement

Log in

The Assessment of Taiwanese College Students’ Conceptions of and Approaches to Learning Computer Science and Their Relationships

  • Regular Article
  • Published:
The Asia-Pacific Education Researcher Aims and scope Submit manuscript

Abstract

The aim of this study was to explore Taiwanese college students’ conceptions of and approaches to learning computer science and then explore the relationships between the two. Two surveys, Conceptions of Learning Computer Science (COLCS) and Approaches to Learning Computer Science (ALCS), were administered to 421 college students majoring in computer science-related departments in Taiwan. The COLCS survey included the following seven factors, in a hierarchical order: learning computer science as “Memorizing,” “Testing,” “Calculating and practicing,” “Programming,” “Increasing one’s knowledge,” “Application and understanding,” and “Seeing in a new way.” Particularly, differing from previous learning conception studies, one newly developed factor, “Programming,” was added to COLCS to incorporate this unique feature for computer science students. The ALCS survey consisted of four factors: “Surface motive,” “Surface strategy,” “Deep motive,” and “Deep strategy.” The results showed that these two surveys were deemed to be sufficiently reliable for assessing students’ conceptions of and approaches to learning computer science. It was also found that the “Programming” factor should be considered as a higher-level learning conception, similar to the other higher-level conceptions in COLCS such as “Increase one’s knowledge,” “Application and understanding,” and “Seeing in a new way.” Furthermore, the “Application” and “Understanding” factors were merged into a single factor, “Application and understanding,” in this study. However, it was indicated that both Taiwanese college students’ lower- and higher-level learning conceptions were positively correlated to their surface motivations to learn computer science.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Antonis, K., Daradoumis, T., Papadakis, S., & Simos, C. (2011). Evaluation of the effectiveness of a web-based learning design for adult computer science courses. IEEE Transactions on Education, 54, 374–380.

    Article  Google Scholar 

  • Biggs, J. (1994). Approaches to learning: Nature and measurement of. In T. Husen & T. N. Postlethwaite (Eds.), The international encyclopedia of education (2nd ed., Vol. 1, pp. 319–322). Oxford: Pergamon.

    Google Scholar 

  • Biggs, J. (2001). Enhancing learning: Amatter of style or approach? In R. J. Stemberg & L. F. Zhang (Eds.), Perspectives on thinking, learning, and cognitive styles (pp. 73–102). Mahwah: Lawrence Erlbaum Associates.

    Google Scholar 

  • Bush, M. E. (2004). Computer science education in Japan. Communications of the ACM, 47, 23–26.

    Article  Google Scholar 

  • Chin, C., & Brown, D. E. (2000). Learning in science: A comparison of deep and surface approaches. Journal of Research in Science Teaching, 37, 109–138.

    Article  Google Scholar 

  • Chiou, G.-L., & Liang, J.-C. (2012). Exploring the structure of science self-efficacy: A model built on high school students’ conceptions of learning and approaches to learning in science. Asia-Pacific Education Researcher, 21, 83–91.

    Google Scholar 

  • Chiou, G. L., Liang, J. C., & Tsai, C. C. (2012). Undergraduate students’ conceptions of and approaches to learning in biology: A study of their structural models and gender differences. International Journal of Science Education, 34, 167–195.

  • Cuny, J. (2011). Transforming computer science education in high schools. Computer, 44, 107–109.

    Article  Google Scholar 

  • Dart, B. C., Burnett, P. C., Purdie, N., Boulton-Lewis, G., Campell, J., & Smith, D. (2000). Students’ conceptions of learning, the classroom environment, and approaches to learning. Journal of Educational Research, 93, 262–270.

    Article  Google Scholar 

  • Fan, T.-S., & Li, Y.-C. (2005). Gender issues and computers: College computer science education in Taiwan. Computers & Education, 44, 285–300.

    Article  Google Scholar 

  • Kember, D., Biggs, J., & Leung, D. Y. P. (2004). Examining the multidimensionality of approaches to learning through the development of a revised version of the learning process questionnaire. British Journal of Educational Psychology, 74, 261–280.

    Article  Google Scholar 

  • Kizilgunes, B., Tekkaya, C., & Sungur, S. (2009). Modeling the relations among students’ epistemological beliefs, motivations, learning approach, and achievement. The Journal of Educational Research, 102, 243–255.

    Article  Google Scholar 

  • Lee, M.-H., Johanson, R.-E., & Tsai, C.-C. (2008). Exploring Taiwanese high school students’ conceptions of and approaches to learning science through a structural equation modeling analysis. Science Education, 92, 191–220.

    Article  Google Scholar 

  • Liang, J.-C., Lee, M.-H., & Tsai, C.-C. (2010). The relations between scientific epistemological beliefs and approaches to learning science among science-major undergraduates in Taiwan. Asia-Pacific Education Researcher, 19, 43–59.

    Google Scholar 

  • Liang, J.-C., & Tsai, C.-C. (2010). Relational analysis of college science-major students’ epistemological beliefs toward science and conceptions of learning science. International Journal of Science Education, 32, 2273–2289.

    Article  Google Scholar 

  • Lin, C.-L., Liang, J.-C., Su, Y.-C., & Tsai, C.-C. (2013). Exploring the relationships between self-efficacy and preference for teacher authority among computer science majors. Journal of Educational Computing Research, 49(2), 189–207.

    Article  Google Scholar 

  • Lin, Y.-C., Liang, J.-C., & Tsai, C.-C. (2012a). The relationships between epistemic beliefs in biology and approaches to learning biology among biology-major university students in Taiwan. Journal of Science Education and Technology, 21, 796–807.

    Article  Google Scholar 

  • Lin, Y.-H., Liang, J.-C., & Tsai, C.-C. (2012b). The effects of different forms of physiology instruction on the development of students’ conceptions of and approaches to science learning. Advances in Physiology Education, 36, 42–47.

    Article  Google Scholar 

  • Logan, J. R., & Price, S. L. (2004). Computer science education for medical informaticians. International Journal of Medical Informatics, 73, 139–144.

    Article  Google Scholar 

  • Machanick, P. (2003). Principles versus artifacts in computer science curriculum design. Computers & Education, 41, 191–201.

    Article  Google Scholar 

  • Martinez-Fernandez, J. R. (2007). Conception of learning and metacognitive strategies in psychology undergraduates. Anales de Psicologia, 23, 7–16.

    Google Scholar 

  • Marton, F. M., & Säljö, R. (2005). Approaches to learning. In F. M. Marton, D. Hounsell, & N. J. Entwistle (Eds.), The experience of learning: Implications for teaching and studying in higher education (3rd ed., pp. 106–125). Edinburgh: Centre for Teaching, Learning and Assessment, University of Edinburgh.

    Google Scholar 

  • Pérez-Marín, D., & Pascual-Nieto, I. (2012). A case study on the use of blended learning to encourage computer science students to study. Journal of Science Education and Technology, 21, 74–82.

  • Peterson, E. R., Brown, G. T. L., & ILrving, S. E. (2010). Secondary school students’ conceptions of learning and their relationship to achievement. Learning and Individual Differences, 20, 167–176.

    Article  Google Scholar 

  • Ramsden, P. (1992). Learning to teach in higher education. New York: Routledge.

    Book  Google Scholar 

  • Roberts, F. S. (2011). The challenges of multidisciplinary education in computer science. Journal of Computer Science and Technology, 26, 636–642.

    Article  Google Scholar 

  • Säljö, R. (1979). Learning in the learner’s perspective I: Some commonsense conceptions. Gothenburg: Institute of Education, University of Gothenburg.

    Google Scholar 

  • Sheard, J., Carbone, A., & Hurst, A. J. (2010). Student engagement in first year of an ICT degree: Staff and student perceptions. Computer Science Education, 20, 1–16.

    Article  Google Scholar 

  • Shell, D. F., & Soh, L. K. (2013). Profiles of motivated self-regulation in college computer science courses: Differences in major versus required non-major courses. Journal of Science Education and Technology, 22(6), 899–913.

    Article  Google Scholar 

  • Tsai, C.-C. (2004). Conceptions of learning science among high school students in Taiwan: A phenomenographic analysis. International Journal of Science Education, 26, 1733–1750.

    Article  Google Scholar 

  • Tsai, C.-C., Ho, H.-N., Liang, J.-C., & Lin, H.-M. (2011a). Scientific epistemic beliefs, conceptions of learning science and self-efficacy of learning science among high school students. Learning and Instruction, 21, 757–769.

    Google Scholar 

  • Tsai, W.-T., Li, W., Elson, J., & Chen, Y. (2011b). Collaborative learning using wiki web sites for computer science undergraduate education: A case study. IEEE Transactions on Education, 54, 114–124.

    Article  Google Scholar 

  • Verginis, I., Gogoulou, A., Gouli, E., Boubouka, M., & Grigoriadou, M. (2011). Enhancing learning in introductory computer science courses through SCALE: An empirical study. IEEE Transactions on Education, 54, 1–13.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Jyh-Chong Liang or Chin-Chung Tsai.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liang, JC., Su, YC. & Tsai, CC. The Assessment of Taiwanese College Students’ Conceptions of and Approaches to Learning Computer Science and Their Relationships. Asia-Pacific Edu Res 24, 557–567 (2015). https://doi.org/10.1007/s40299-014-0201-6

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40299-014-0201-6

Keywords

Navigation