The papers present a trial of use of the Pearson family distributions in modeling the monthly distributions of the unemployment rates by the regions in 2004-2007 period. Results of fitting the Pearson distributions were compared with approximants given by Generaized Extreme Value distribution and Gamma distribution. In many cases Pearson distributions were better fitted than "classical" distributions.