The authors propose a method of an integral indicator construction based on the rank-scaled description matrix given by an expert. The authors propose three-step iterative algorithm to estimate correction parameters and features weights. The feature selection problem is investigated. The method illustrated with the problem of classification of the Red book of Russian Federation rare species statuses.