Table A1

Measurement items

ConstructsItemsSources
Infrastructure hindrancesIH1. I have an uninterrupted internet connection
IH2. I have sufficient data to access the class/materials
IH3. I have devices to attend the class
IH4. I have a device compatible with the applications used for online classes
Muthuprasad et al. (2021) and Djidu et al. (2021) 
Instructor’s incompetencyII1. The instructor understands the online environment and makes it easy to learn continuously
II2. Online classes help me comprehend the course materials more than classroom learning
II3. I prefer my online courses as they are very structured with set due dates like face-to-face courses
II4. Instructors are reluctant to arrange follow-up sessions for the students
Muthuprasad et al. (2021) and Eom et al. (2006) 
DistractionsDIS1. The online environment makes it easier for me to communicate with my instructor than a classroom environment
DIS2. I am more comfortable responding to questions by email than orally
DIS3. Sometimes I struggle to stay focused in class for no reason
Adhani and Remijn (2023) and Muthuprasad et al. (2021) 
Limited student engagementLSE1. I never participated in online discussion groups
LSE2.I do not collaborate with other students during class activities
LSE3.I do not feel like accessing the subject information
LSE4. I do not prepare for the class in advance
LSE5. I do not review notes after the class
Chipchase et al. (2017) 
Academic performanceAP1. My quality of study increasing
AP2. I am developing the skills needed for your future career
AP3. I am making progress in my career
AP4. I am seeking out career development opportunities
Whelan et al. (2020) 

Note(s): The item “making progress in career” reflects students’ perceived academic benefit and long-term applicability of online learning in their professional development

Source(s): Authors’ own work

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