Communalities indicate the amount of variance in each variable that is accounted for. Initial communalities are estimates of the variance in each variable accounted for by all components or factors. Factor analysis is a technique that is used to reduce a large number of variablesinto fewer numbers of factors. This technique extracts maximum common variance from all variables and puts them into a common score.