This study empirically investigates factors predicting students' behavioral intentions towards the continuous use of mobile learning. Two baseline models namely the Technology Acceptance Model (TAM) and Theory of Planned Behavior (TPB) with the addition of habit as an exogenous construct were used for this purpose. The data were collected from 171 engineering undergraduates and analyzed based on structural equation modeling. The results suggest (1) Behavioral intention was positively and significantly influenced by mobile learning self-efficacy, attitude, and perceived usefulness; (2) Attitude was positively and significantly influenced by subjective norm, perceived usefulness, and mobile learning self-efficacy;(3) Mobile learning self-efficacy was only influenced by perceived ease of use and (4) Habit of using WhatsApp did not influence perceived usefulness nor perceived ease of use but had a positive and significant relationship with mobile learning self-efficacy. Nonlinear relationships were also observed between (1) Behavioral intention with perceived ease of use, perceived usefulness, and subjective norm (2) Habit with perceived usefulness and mobile learning self-efficacy. The nonlinear findings indicate that the relationships between these constructs, which were previously reported as linear, are prone to saturation and warrants further investigation. Our findings also stipulate a practical reference for higher educational institutions targeting to practice mobile learning for engineering undergraduates.
Purpose - This study addresses the issue of investigating on how lecturers used WhatsApp in educational context and what are the pre-service teachers’ views when WhatsApp is used in teaching and learning activities.
Methodology - A qualitative case study was conducted in this study. Two lecturers were interviewed individually to investigate the teaching approach integrated with the use of WhatsApp. Also, 12 pre-service teachers in two focus groups were interviewed to examine their views of using WhatsApp in completing their tasks.
Findings - The lecturers employed blended learning approach and were not keen to entirely conduct their lessons in the online learning environment. The focus group interviews were conducted to bring the data together to generate emerging themes related to positive and negative views of pre-service teachers when they were engaged on WhatsApp for learning activities. The positive themes were related to bite size learning, seamless learning, 21st century learning, WhatsApp as a platform to support learning and as an extended interaction space.
Practical Implications - The study may influence the use of Information Communication and Technology (ICT) tools in education. It also contributes to new ideas and knowledge on how teachers and learners can conceptualize and use ICT. There is a strong case to argue for instructors to be actively involved in interactions to guide students to develop knowledge and ideas.
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