The Study of Learning Computer Programming for Students with Medical Fields of Specification-An Analysis via Structural Equation Modeling

Int J Environ Res Public Health. 2022 May 15;19(10):6005. doi: 10.3390/ijerph19106005.

Abstract

In this study, the authors constructed structural equation models in order to determine the relationship between students' learning attitudes and their computational thinking perspectives and programming empowerment. The purpose is to understand students' perceived competence to use computational thinking effectively, along with their computer programming learning attitude regarding the C++ programming language for one semester (2 hours per week, 36 total learning hours). A total of 495 students specializing in the medical field participated in the study. Structural equation models were constructed according to three adapted scales: the computer programming learning attitude scale, the computational thinking perspectives scale, and the programming empowerment scale. The computer programming learning attitude scale is based on three factors: willingness, negativity, and necessity. The computational thinking perspectives scale also considers three factors: the ability to express, the ability to connect, and the ability to question. The programming empowerment scale is composed of four factors: meaningfulness, impact, creative self-efficacy, and programming self-efficacy. The results showed that a positive learning attitude will positively affect computational thinking perspectives and programming empowerment. However, when students have a negativity attitude, feeling that they are being forced to learn the C++ programming language, their computational thinking perspectives and programming empowerment will be negatively affected. In order to promote students' learning attitude, various teaching strategies, teaching curriculum design, and pedagogy design could be further explored.

Keywords: computational thinking (CT) perspectives; computer programming learning attitude (CPLA); programming empowerment (PE); structural equation modeling (SEM).

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Attitude
  • Computers
  • Humans
  • Latent Class Analysis
  • Learning*
  • Students*

Grants and funding

The APC was funded by the Ministry of Science and Technology (Taiwan) for the financial support.