Developing the Computer Programming Self-Efficacy Scale for Computer Literacy Education

计算机程序设计 计算机知识 调试 计算机科学 计算思维 数学教育 比例(比率) 可靠性(半导体) 探索性因素分析 心理学 人工智能 程序设计语言 机器学习 结构方程建模 物理 功率(物理) 量子力学
作者
Meng‐Jung Tsai,Ching-Yeh Wang,Po-Fen Hsu
出处
期刊:Journal of Educational Computing Research [SAGE Publishing]
卷期号:56 (8): 1345-1360 被引量:178
标识
DOI:10.1177/0735633117746747
摘要

Computer programming has been gradually emphasized in recent computer literacy education and regarded as a requirement for all middle school students in some countries. To understand young students’ perceptions about their own learning in computer programming, this study aimed to develop an instrument, Computer Programming Self-Efficacy Scale (CPSES), for all students above middle school levels. Based on Berland and Lee’s computational thinking framework, this study developed the CPSES items at a literacy level and finally the instrument included the five subscales: Logical Thinking, Algorithm, Debug, Control, and Cooperation. An exploratory factor analysis and reliability tests were conducted in this study. The reliability alpha was .96 for the overall scale, and ranged from .84 to .96 for the subscales. This study also confirmed the positive correlation between computer programming experience and computer programming self-efficacy. In addition, for low- and middle-experienced learners, significant gender differences were found in two subscales: Algorithm and Debug. The CPSES can be applied as an evaluation tool in computer education, robotics education, as well as integrated STEM or STEAM education in which computer programming was regarded as a part of computer literacy.
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