Extending the nomological network of computational thinking with non-cognitive factors. (March 2018)

• Record Type: Journal Article
• Authors: Román-González, Marcos; Pérez-González, Juan-Carlos; Moreno-León, Jesús; Robles, Gregorio
• Is Part Of: Computers in human behavior. Volume 80(2018)
• Page Start: 441
• Page End: 459
• Publication Date: 2018-03
• Subjects: Computational thinking -- Computational thinking test -- Code literacy -- Computer science education -- Personality -- Self-efficacy -- Educational psychology -- Primary education -- Secondary education; Interactive computer systems -- Periodicals; Man-machine systems -- Periodicals; 004.019
• DOI: 10.1016/j.chb.2017.09.030
• Languages: English
• ISSNs: 0747-5632

Abstract

Abstract: Computational thinking (CT) is being consolidated as a key set of problem-solving skills that must be developed by the students to excel in our software-driven society. However, in psychological terms, CT is still a poorly defined construct, given that its nomological network has not been established yet. In a previous paper, we started to address this issue studying the correlations between CT and some fundamental cognitive variables, such as primary mental abilities and problem-solving ability. The current work deepens in the same direction as it aims to extend the nomological network of CT with non-cognitive factors, through the study of the correlations between CT, self-efficacy and the several dimensions from the 'Big Five' model of human personality: Openness to Experience, Conscientiousness, Extraversion, Agreeableness, and Neuroticism. To do so, the Computational Thinking Test (CTt) and some additional self-efficacy items are administered on a sample of 1251 Spanish students from 5th to 10th grade ( N = 1251), and the Big Five Questionnaire-Children version (BFQ-C) is also taken by a subsample from the above ( n = 99). Results show statistically significant correlations between CT and self-efficacy perception relative to CT performance ( r s = 0.41), in which gender differences in favor of males are found ( d = 0.42). Moreover, results show statistically significant correlations between CT and: Openness to Experience ( r = 0.41), Extraversion ( r = 0.30), and Conscientiousness ( r = 0.27). These findings are consistent with the existing literature except for the unexpected correlation between CT and the Extraversion factor of personality, which is consequently discussed in detail. Overall, our findings corroborate the existence of a non-cognitive side of CT that should be taken into account by educational policies and interventions aimed at fostering CT. As a final contribution, the extended nomological network of CT integrating cognitive and non-cognitive variables is depicted. Graphical abstract: Highlights: Correlations between CT and non-cognitive variables are investigated. CT correlates with self-efficacy perception regarding CT performance (.41). CT correlates with Openness (.41), Extraversion (.30), and Conscientiousness (.27). 24% of CT variance is explained by personality factors. The nomological network of CT is extended and depicted.