We will present the proposed technique, which we refer to as Maximum Accuracy of Variable Precision Rough Set. The technique uses the accuracy of approximation using variable precision of attributes in the rough set theory. The accuracy of approximation using variable precision of attributes is higher than stranded approximation for selecting clustering attribute. The justification that the accuracy of approximation using variable precision of attributes is more accurate for selecting clustering attribute, is stated in Proposition 1.