Page 27 - Azerbaijan State University of Economics
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THE                      JOURNAL OF ECONOMIC SCIENCES: THEORY AND PRACTICE, V.82, # 1, 2025, pp. 19-35

                    Appendix  C  presents  a  summary  of  the  consistency  and  divergence  in  M-Score
                    calculations based on the Beneish  and Roxas  models,  allowing for a comparative
                    interpretation of results for the 50 marketing companies analyzed for the period 2023–
                    2024.
                    The analysis reveals that only three companies show consistent outcomes across both
                    models, confirming the reliability of their financial statements and the absence of
                    manipulative practices. The overall results of the assessment of financial statement
                    reliability for the 50 marketing companies, as determined by the Roxas and Beneish
                    models, are illustrated in Fig. 02.


                           Financial statements are reliable according to the  3
                      Variants of results of assessment of  reliability of financial statements  Financial statements are reliable according to the  14  30
                           Beneisha model and unreliable according to the
                                        Roxas model

                            Roxas model and unreliable according to the
                                       Beneisha model

                           Existing manipulations with financial statements
                            according to the Beneisha and Roxas models



                         Absence of manipulations with financial statements
                           according to the Beneisha and Roxas models


                                                               0   3   10      20      30      40
                                                                Number of marketing enterprises, units

                     Fig. 02. Results of applying the Roxas and Beneish Models to assess the reliability
                                of marketing companies’ financial statements (2023–2024)
                                            Source: Compiled by the authors

                    The analysis shows that in 60% of the studied marketing companies, either model did
                    not confirm the reliability of financial reporting. For 28% of the companies, reliability
                    was confirmed only according to the Roxas model, and for 6% - only according to the
                    Beneish model. Only 6% of the companies demonstrated consistent results across both
                    models,  confirming  the  reliability  of  their  financial  statements.  These  findings
                    indicate  a  higher  incidence  of  potential  financial  reporting  manipulation  among
                    marketing  companies  compared  to  the  results  reported  by  Repousis  (2016)  and
                    Lehenchuk et al. (2021), thereby highlighting an elevated level of financial abuse
                    directly in the marketing sector. This underscores the urgent need to develop and
                    implement tools aimed at minimizing such practices.





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