“…Scholars have studied predictors of smartphone addiction, including time of daily use, time of use after waking up (Haug et al, 2015), preference for social interaction, emotional lift, ease of use and flow (Lee and Shin, 2016), understanding, orientation and communication dependence (Li and Lin, 2018), loneliness (Mahapatra, 2019), self-regulation (Mahapatra, 2019;Abhari et al, 2021) and need to connect socially (Roberts et al, 2014). Research has also studied the relationship between smartphone use and addiction (Haug et al, 2015;Choliz, 2010;Nehra et al, 2012;K Abhari and Vaghefi, 2022;Vaghefi et al, 2017;Loid et al, 2020). In addition, the consequences of smartphone addiction have been investigated, including assessment of smartphone addiction (Kwon et al, 2013b;Lapointe et al, 2013), job-related outcomes (Bian and Leung, 2015;Lee and Shin, 2016), psychological outcomes (Samaha and Hawi, 2016;Moqbel, 2020) and smartphone addiction effects on family, personal and academic conflicts (Mahapatra, 2019).…”