In this chapter I shall explain and discuss all the statistical concepts and terms which are involved in the computation of factor analyses. In addition I shall explain the symbols used in the algebra of the technique. For ease of explanation I shall usually assume that scores are test scores although they could be the measures of any variable such as height or social class.