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Nina Poyda-Nosyk, Serhii Lehenchuk, Victoriia Makarovych, Iryna Polishchuk, Tetiana Zavalii: Analytical
                      Procedures in Audit As A Tool For Predicting The Risks Of Financial Statement Fraud In Marketing Companies


                    The  study  contributes  to  the  literature  on  forensic  accounting  by  validating  the
                    applicability of these models in emerging markets under crisis conditions and provides
                    practical insights for auditors and regulators in enhancing financial oversight.

                    Key words: financial reporting fraud, Beneish model, Roxas model, audit analytics,
                    marketing companies, Ukraine.

                    JEL Classification: G32, G34, L84, M42.

                    INTRODUCTION
                    Audit confirmation of financial statements does not guarantee the complete absence
                    of fraud and manipulation in the reflection of assets, liabilities, financial results, and
                    cash  flows.  International  practice  demonstrates  numerous  cases  when  companies
                    whose reporting received a positive audit opinion soon after went bankrupt or showed
                    signs of financial fraud.
                    One of the most resonant and widely cited examples is the collapse of the Enron
                    Corporation  in  2001.  Despite  receiving  a  positive  audit  opinion  from  Arthur
                    Andersen,  the  company  concealed  billions  of  dollars  in  losses  through  complex
                    financial schemes. Such cases emphasize the critical need to improve methods for
                    detecting fraud risks in financial reporting.
                    Despite substantial regulatory reforms and the implementation of stricter legislation in
                    financial  accounting  and  auditing  for  public  corporations  -  intended  to  enhance
                    transparency,  strengthen  control  and  prevent  fraud  -  the  issue  of  financial  statement
                    falsification remains unresolved (Erdoğan and Erdoğan, 2020). Earnings manipulation
                    continues to be a widely studied phenomenon among both academic researchers and
                    industry professionals (Svabova et al., 2020). A notable example is the 2018 high-profile
                    bankruptcy of the British construction company Carillion, which attracted significant
                    scrutiny not only toward the company itself, but also toward its external auditor - the
                    international audit firm KPMG, as well as Deloitte PPL, which provided outsourcing
                    services to KPMG. This situation is particularly concerning given that the audit firms were
                    involved  in  preparing  Carillion’s  long-term  development  report,  which  asserted  the
                    absence of any risks to the company’s future performance. In light of such cases, scholars
                    emphasize the urgent need to develop tools that enhance the current accounting and
                    auditing framework in order to restore trust in the profession and ensure its alignment
                    with the public interest (Alkaraan et al., 2024). It will allow eliminating such features of
                    financial reporting that are frequently described - both in academic discourse and in public
                    opinion - as fraudulent, manipulated, or misleading.





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