Measurement items
| Constructs | Items | Sources |
|---|---|---|
| Infrastructure hindrances | IH1. 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 incompetency | II1. 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) |
| Distractions | DIS1. 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 engagement | LSE1. 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 performance | AP1. 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) |
| Constructs | Items | Sources |
|---|---|---|
| Infrastructure hindrances | IH1. I have an uninterrupted internet connection | |
| Instructor’s incompetency | II1. The instructor understands the online environment and makes it easy to learn continuously | |
| Distractions | DIS1. The online environment makes it easier for me to communicate with my instructor than a classroom environment | |
| Limited student engagement | LSE1. I never participated in online discussion groups | |
| Academic performance | AP1. My quality of study increasing |
Note(s): The item “making progress in career” reflects students’ perceived academic benefit and long-term applicability of online learning in their professional development