The impact of CDIO's dimensions and values on IT Learner's attitude and behavior: A regression model using Partial Least Squares

Heliyon. 2022 Nov 4;8(11):e11433. doi: 10.1016/j.heliyon.2022.e11433. eCollection 2022 Nov.

Abstract

CDIO (Conceiving-Designing-Implementing-Operating), crowdsourcing and gamification are gaining more popularity in IT education. However, factors that influence learners' attitude toward this method are yet to be discovered. Therefore, this study aims to develop and test a conceptual model of implementing CDIO-based curriculum in IT education. For this purpose, CDIO dimensions were conceptualized and developed into questionnaire items. Then 141 students who experienced the CDIO method in information security course and lab, were sampled through action-research approach to investigate their perceptions and experiences about the learning stages, dimensions and values of this teaching method. Data gathered were analyzed by multiple regression algorithm using Partial Least Squares-Structural Equation Modeling (PLS-SEM) statistical approach. The results reveal that the 'mastery of the concept', 'implement and operate', 'perceived values', 'demonstration and resources', and 'admin' could significantly (in direct and indirect paths) affect learner's intention to accept the CDIO method and adopt it in IT classes. Finally, implications to theory and practice were indicated, and future research directions were suggested.

Keywords: CDIO; Crowdsourcing; Gamification; Information security learners; Regression analysis; SEM-PLS.