Application of Multi-level Modelling Sample Clauses

Application of Multi-level Modelling. ‌ RQ2 asks, How much do student-level school climate-related factors vary within and between schools in Kazakhstan? To answer this question, the lme4 package was used for estimating the ICCs (intra-class correlations) for each of the independent variables (Xxxxx, Xxxxxxxx, Xxxxxx, & Xxxxxx, 2015), and the optimx package for supporting lme4 package’s functions (Xxxx & Xxxxxxxx, 2011; Xxxx, 2014). Design effects (de) were also estimated to determine the necessity of multilevel modelling. Design effects were calculated in accordance with de = 1 + ICC(c-1), where ICC = intra-class correlation, c = average number of students sampled per cluster are also provided at each time point. ICC values over .10 and design effects over 2.0 provide evidence for substantive effects due to school clusters (Xxxxxxxxx, 2003).
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