The master thesis deals with failed studies at universities in the Czech Republic. The first part is focused on literary research, on explanation of theoretical terms and on statistical methods, which are subsequently applied in the analytical part. These are decision trees and logistic regression that helped to determine the influence of factors on studies without graduation. The aim of this master thesis is to find significant factors, to compile a profile of failed students and to suggest the measures which could reduce their elimination from tertiary education.