“…A considerable number of studies investigating measurement dimensionality have been published over the past couple of decades in a number of disciplines (Brooke et al, 1988;McKnight et al, 2002;Yousef, 2003;Ong and Lai, 2007;Buitendach and Rothmann, 2009;Teo, 2010;Zula et al, 2010;Wang et al, 2011;Dodeen, 2013). Additionally, there are many studies which investigated the validity and the reliability of instruments designed to assess the learning styles of higher education students (Van Zwanenberg et al, 2000;Sadler-Smith, 2001;Duff and Duffy, 2002;Zywno, 2003;Felder and Spurlin, 2005;Klein et al, 2007;Litzinger et al, 2007;Al-Azawei et al, 2015;Simelane-Mnisi and Mji, 2015).…”