Abstract
Purpose Mobile learning has emerged as one of the main methods for training and academic activities in the present era. It is, also, highly relevant in the wake of the COVID-19 pandemic whereupon digitization of mobile learning has made it possible for many students to continue with their education. This study investigated attitudes and intentions towards the adoption of mobile learning in vocational education. Design/methodology/approach This is a quantitative study based on cross-sectional empirical data. In targeting vocational students throughout Pakistan, the study used a survey questionnaire with a convenience sampling method. From the responses to the questionnaire, 320 samples were used to obtain the study outcomes. Findings The structural equation modeling's (SEM) findings reveal that learning autonomy (LA), mobile device self-efficacy (MDSE), task-technology fit (TTF), perceived ease of use (PEOU), perceived usefulness (PUS) and perceived enjoyment (PE) have a positive and significant effect on mobile usage attitudes (MUA) and intentions to adopt mobile learning (ITAML). Moreover, this study's findings confirm, also, MUA's predictive power on ITAML. Practical implications Further, this study's findings encourage individuals to use mobile devices to properly promote knowledge in society. In addition, this study's findings support vocational institutions' operators' and policymakers' development of online education and training strategies to resist the complications arising from the transmission of COVID-19. Moreover, this study's findings open new doors when conducting similar research studies on students' perceptions and learning behaviors. Originality/value The empirical investigation of attitudes and intentions to adopt mobile learning in the context of COVID-19 helps potential adopters to test the likely behaviors.