“…Although CL has been praised for boosting student learning, retaining STEM students, and satisfying several National Science Education Standards, it presents some shortcomings (Slavin, 1996a(Slavin, , 2010van der Linden et al, 2000). Previous research has demonstrated that students may not always collaborate to facilitate learning (Rummel and Spada 2005;Wang et al, 2010) and that CL may not always result in equal learning gains or improved class performance for all students (Gnesdilow et al, 2013a) because a variety of characteristics can impact, such as gender (Almasri et al, 2021;Eddy & Brownell, 2016), gender grouping (Gelbgiser & Albert, 2018) and the learning environment (Al-Samarraie et al 2018;Gogoulou et al 2007;WAnG and Education 2009). Most of the studies performed considering a particular socio-cultural context and social identities showed a genderbased pattern within collaborative and traditional face-to-face learning settings in the United States (Gnesdilow et al, 2013b;Guo et al, 2018;Myaskovsky et al, 2005;Sormunen-Jones et al, 2000), the United Kingdom (Carli, 2001;Milliken and Martins 1996;Takeda & Homberg, 2014), Netherlands (Harskamp et al, 2008) and China (Zhan et al, 2015b).…”