TRANSFORMATION OF ACCOUNTING AND STATISTICAL SUPPORT FOR THE NEEDS OF FINANCIAL ANALYTICS IN CONDITIONS OF DOMINANCE OF EXOGENOUS DATA

Keywords: digital transformation, data integration, endogenous and exogenous factors, accounting and statistical support, financial analytics, predictive analytics, Big Data, ESG

Abstract

The article examines transformational processes in the accounting and statistical support of financial analytics in the conditions of dominance of exogenous data formed outside the enterprise – in global digital ecosystems, market trends, macroeconomic and social indicators. It is determined that traditional accounting and state statistics systems, focused on internal financial information, lose their ability to adequately reflect economic reality in the period of digital turbulence. The purpose of the study is to substantiate the conceptual foundations and methodological approaches to the integration of endogenous and exogenous data flows into the system of management accounting and financial analytics. System-analytical, comparative and functional-structural methods, generalization of the practice of Ukrainian enterprises and foreign experience are used. The results of the study showed that the synthesis of internal (accounting) and external (statistical, behavioral, macroeconomic) data provides increased accuracy of forecasts, efficiency of response to market risks and transparency of management decisions. A three-level model of the digital accounting and statistical environment (operational, analytical and strategic levels) is proposed, which is based on the use of artificial intelligence, blockchain and big data technologies. Its functioning is ensured by a combination of financial, non-financial and behavioral indicators, including ESG factors and macroeconomic determinants. It is shown that the integration of data from various sources contributes to the formation of a single analytical space for making management decisions. The practical significance of the results lies in creating the prerequisites for the formation of a single information and analytical management base, which will contribute to the growth of the financial stability of enterprises, increasing the efficiency of control and adaptation to the global economic challenges of the digital era.

References

Боярова О., Гапончук Я. Система бухгалтерського обліку в Україні та прогнозування тенденцій її розвитку. Acta Academiae Beregsasiensis. Economics. 2025. № 10. С. 287-299.

Олійник О. В., Іваницький В. М. Управлінський вимір ESG-звітності: концептуальні засади інтеграції у систему корпоративного обліку. Проблеми теорії та методології бухгалтерського обліку, контролю і аналізу. 2025. № 2 (61). С. 47-53. URL: https://pbo.ztu.edu.ua/article/view/339284

Спільник П., Забігайло В., Забігайло О. Цифрова трансформація в бухгалтерському обліку: тренди та перспективи. Економічний аналіз. 2024. Том 34. № 2. С. 372-384.

Селіванова Н.М., Калабіна В.О., Мінжирян Н.І. Цифровізація ведення бухгалтерського обліку та подання фінансової звітності в Україні: оглядова стаття. Економіка. Реалії часу. 2024. Т. 74. № 4. URL: https://economics.net.ua/files/archive/2024/No4/89.pdf

Шендерівська Ю. Трансформація функцій бухгалтера під впливом глобальних викликів. Accounting & Finance/Oblìk ì Fìnansi. 2022. Т. 98. № 4. DOI: https://doi.org/10.33146/2307-9878-2022-4(98)-23-31

Beka A., Pavlatos O. Integrated Reporting Practices in European Companies. Journal of Accounting & Organizational Change. DOI: https://doi.org/10.1108/JAOC

Cheong C., Lee J., Kim H. Big Data Accounting: Transforming Financial and Non-Financial Reporting. DOI: https://doi.org/10.2308/acch-2022

Ioannou I., Serafeim G. The Impact of ESG Reporting on Firm Performance and Risk Management. URL: https://www.hbs.edu/faculty/Pages/item.aspx?num=50646

Замлинський В.А., Щуровська А.Ю., Замлинська О.В. Особливості та характеристики business intelligence (BI)-систем як інструменту підвищення ефективності діяльності компанії. Український журнал прикладної економіки та техніки. 2023. Том 8. № 1. С. 53-61. URL: http://ujae.org.ua/wpcontent/uploads/2023/04/ujae_2023_r01_a08.pdf

Замлинський В., Щуровська А., Трішин Ф. Аналіз проблем збирання даних у інтегрованих структурах та їх вплив на точність прогнозної аналітики при побудові бізнес-процесів. Економіка України. 2025. № 68(6 (763). С. 39–57. DOI: https://doi.org/10.15407/economyukr.2025.06.039

Замлинський В.А., Жук Н.Л., Осик С.В., Мартіянова М.П. Сучасна бізнес-діагностика: цифрова зрілість та відновлення екосистем. Український журнал прикладної економіки та техніки. 2023. Том 8. № 3. С. 18-25.

Kryukova I. Corporate Architecture of Sustainable Development Reporting as a Tool Market Capitalization of Agrarian Business of Ukrainian Companies. Review of Economics and Finance. 2023. Vol. 21. № 1. P. 393-404. URL: https://refpress.org/ref-vol21-a40/.

Kryukova I., Zamlynskyi V., Vlasenko T. Architecture of corporate reporting on the sustainable development of business entities in the agrarian sector as a tool of sustainable agri-management. Ekonomika APK. 2023. № 30(2). Р. 38-48. DOI: https://doi.org/10.32317/2221-1055.202302038

Lai X. Transitioning Financial Accounting to Management Accounting in Biotechnology Enterprises: Leveraging Big Data Technology for Strategic Decision-Making. Journal of Commercial Biotechnology. 2025. Т. 30. № 2. С. 119-131.

Al-Okaily A., Al-Okaily M., Teoh A. P. What determines data analytics systems performance in financial engineering? A user perspective. VINE Journal of Information and Knowledge Management Systems. 2025. Т. 55. № 5. С. 1148-1169.

Edo S. Digital transformation and financial development in emerging economies: regional variations and policy contingencies. Digital Economy and Sustainable Development. 2025. Т. 3. №. 1. P. 12.

Boyarova O., Gaponchuk Ya. (2025). Accounting system in Ukraine and forecasting its development trends. Acta Academiae Beregsasiensis. Economics. No. 10. P. 287-299.

Oliynyk O. V., Ivanytsky V. M. (2025). Management dimension of ESG reporting: conceptual principles of integration into the corporate accounting system. Problems of theory and methodology of accounting, control and analysis. No. 2 (61). P. 47-53. Available at: https://pbo.ztu.edu.ua/article/view/339284

Spilnyk P., Zabigaylo V., Zabigaylo O. (2024). Digital transformation in accounting: trends and prospects. Economic analysis. Volume 34. No. 2. P. 372-384.

Selivanova N. М., Kalabina V. O., Minzhyrian N. I. (2024). Digitalization of accounting and financial reporting in Ukraine. Economics: Time Realities. Т. 74. № 4.

Shenderivska Yu. (2022). Transformation of accountant functions under the influence of global challenges. Accounting & Finance/Oblìk ì Fìnansi. Vol. 98. No. 4. DOI: https://doi.org/10.33146/2307-9878-2022-4(98)-23-31

Beka A., Pavlatos O. Integrated Reporting Practices in European Companies. Journal of Accounting & Organizational Change. DOI: https://doi.org/10.1108/JAOC

Cheong C., Lee J., Kim H. Big Data Accounting: Transforming Financial and Non-Financial Reporting. DOI: https://doi.org/10.2308/acch-2022

Ioannou I., Serafeim G. The Impact of ESG Reporting on Firm Performance and Risk Management. Available at: https://www.hbs.edu/faculty/Pages/item.aspx?num=50646

Zamlynskyj, V.A., Schurovs'ka, A.Yu., Zamlyns'ka, O.V. (2023). Features and characteristics of business intelligence (BI) systems as a tool for increasing the efficiency of the company's activities. Ukrains'kyj zhurnal prykladnoi ekonomiky ta tekhniky. Vol. 8. № 1. Рр. 53-61. Available at: http://ujae.org.ua/wpcontent/uploads/2023/04/ujae_2023_r01_a08.pdf

Zamlynskyi, V., Shchurovska, A., & Trishin, F. (2025). Analysis of data collection problems in integrated structures and their impact on the accuracy of predictive analytics when building business processes. Economy of Ukraine, 68(6 (763), 39–57. DOI: https://doi.org/10.15407/economyukr.2025.06.039

Zamlynskyj V. A., Zhuk N. L., Osyk S. V., Martiianova M. P. (2023). Modern Business Diagnostics: Digital Maturity and Ecosystem Recovery. Ukrains'kyj zhurnal prykladnoi ekonomiky ta tekhniky. Vol. 8. № 3. рр. 18-25.

Kryukova I. (2023). Corporate Architecture of Sustainable Development Reporting as a Tool Market Capitalization of Agrarian Business of Ukrainian Companies. Review of Economics and Finance. Vol. 21. No. 1. P. 393-404. Available at: https://refpress.org/ref-vol21-a40/

Kryukova I., Zamlynskyi V., Vlasenko T. (2023). Architecture of corporate reporting on the sustainable development of business entities in the agrarian sector as a tool of sustainable agri-management. Economics APK. No. 30(2). P. 38-48. DOI: https://doi.org/10.32317/2221-1055.202302038

Lai X. (2025). Transitioning Financial Accounting to Management Accounting in Biotechnology Enterprises: Leveraging Big Data Technology for Strategic Decision-Making. Journal of Commercial Biotechnology. Vol. 30. No. 2. P. 119-131.

Al-Okaily A., Al-Okaily M., Teoh A.P. (2025). What determines data analytics systems performance in financial engineering? A user perspective. VINE Journal of Information and Knowledge Management Systems. Vol. 55. No. 5. P. 1148-1169.

Edo S. (2025). Digital transformation and financial development in emerging economies: regional variations and policy contingencies. Digital Economy and Sustainable Development. Vol. 3. No. 1. P. 12.

Published
2025-12-05
How to Cite
Lagodiienko, N., Shmygol, N., Petrenko, O., & Hnatieva, T. (2025). TRANSFORMATION OF ACCOUNTING AND STATISTICAL SUPPORT FOR THE NEEDS OF FINANCIAL ANALYTICS IN CONDITIONS OF DOMINANCE OF EXOGENOUS DATA. Change Management and Innovation, (16), 68-75. https://doi.org/10.32782/CMI/2025-16-10
Section
Accounting and taxation