1. Factor Analysis Factor analysis is a statistical procedure utilized for data reduction (Bartholomew et al., 2008). This reduction is reflected in lowering a large number of variables that have similar characteristics, into smaller factors (dimensions). Specifically, based on data reduction, factor analysis is conducted to identify the unobservable and underlying structure of a set of variables which are correlated with each other. These variables are coherent but independent of one another. By coherent it implies that the variables are very consistent and relate with each other harmoniously while independent denotes that the outcomes or the results of each variable are ...
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