In this issue of the journal “Econometrics Ekonometria. Advances in Applied Data Analysis”, seven articles are published. The paper by Ewa Roszkowska and Tomasz Wachowicz concerns the impact of the decision-making profiles on the consistency of rankings obtained by selected multiple criteria methods. The assessment of the potential for using some selected PCA-based methods to analyze the spatial diversity of crime in Poland during 2000-2017 is the subject of the article by Małgorzata Misztal. The next authors, Krzysztof Dmytrów and Sebastian Gnat, carried out a multivariate statistical analysis for the prediction of changes in the tax burden of land plots. Iwona Markowicz discussed the result of the analysis of the risk of liquidation depending on the age of the company: a study of entities established in Szczecin in the period 1990-2010. In the article by Piotr Szczepocki, the companies listed on the Warsaw Stock Exchange according to time-varying beta were analysed with the use of cluster analysis. Zdzisław Kes and Łukasz Kuźmiński presented the methods for the evaluation of budget variance risk, i.e. the risk of a difference between the budgeted and actual figures. In the last article, by Ewa Wycinka, the differences between the methods of evaluation for models of default over time are discussed.