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National Interests: Priorities and Security
 

Conceptual framework for assessing corporate economic security through the integration of programming and machine learning techniques

ISSUE 7, JULY 2025

PDF  Article PDF Version

Received: 10 April 2025

Accepted: 28 April 2025

Available online: 15 July 2025

Subject Heading: ECONOMIC SECURITY

JEL Classification: C53, M21

Pages: 79-99

https://doi.org/10.24891/hcasfn

Irina R. RUIGA Corresponding author, Siberian Federal University (SibFU), Krasnoyarsk, Russian Federation
irina_rouiga@bk.ru

https://orcid.org/0000-0002-4212-0321

Aleksei I. SMIRNOV Siberian Federal University (SibFU), Krasnoyarsk, Russian Federation
a-i-smirnov@mail.ru

https://orcid.org/0009-0005-3310-3529

Yurii A. TETERIN Siberian Federal University (SibFU), Krasnoyarsk, Russian Federation
teterin.yuri@mail.ru

https://orcid.org/0009-0007-8514-2663

Aleksandr Yu. MARTYNOV Siberian Federal University (SibFU), Krasnoyarsk, Russian Federation
martynovaleksandr@yandex.ru

https://orcid.org/0009-0000-8009-6724

Subject. This article discusses the methods of assessing the corporate economic security of economic entities.
Objectives. The article aims to form a conceptual approach to assessing corporate economic security based on programming and machine learning.
Methods. For the study, we used the methods of expert evaluation, complex normalization, integral assessment, and ensemble machine learning algorithms.
Results. The article develops a step-by-step algorithm for assessing the corporate economic security of an economic entity.
Conclusions and Relevance. The proposed toolkit provides opportunities for a comprehensive analysis of corporate economic security. The assessment results can serve as the basis for managerial decision-making in the corporate sector.

Keywords: corporate economic security, machine learning methods

References:

  1. Smirnov A.I., Teterin Yu.A., Ruiga I.R. et al. [The concept of corporate economic security: Basic provisions, mechanisms for ensuring and stages of implementation]. Finansovyi menedzhment, 2025, no. 1, pp. 185–197. (In Russ.) EDN: GFISJC
  2. Dzholdasbaeva G.K. [Qualitative and quantitative assessment of risks in the enterprise]. Statistika, uchet i audit, 2018, no. 3, pp. 87–92. (In Russ.) EDN: YLLKYH
  3. Malenkov Yu.A. [Development of Russian methods of strategic analysis and the feasibility of replacing the swot model]. Ekonomicheskoe vozrozhdenie Rossii, 2023, no. 1, pp. 24–34.(In Russ.) DOI: 10.37930/1990-9780-2023-1-75-24-34 EDN: LHIMGA
  4. Gabdulkhakov R.R., Yagudin R.I., Bakhtiyarov A.M. [Benchmarking for up-to-date risk assessment methods for safety assurance]. Byulleten' rezul'tatov nauchnykh issledovanii, 2017, no. 1-2, pp. 5–15. (In Russ.) EDN: YZFSYD
  5. Kulagina N.A., Dadykina O.V., Dadykin V.S. et al. [Мanagement of mineral raw material potential in the regional economic security system]. Ekonomicheskii zhurnal, 2017, no. 1, pp. 78–87. (In Russ.) EDN: YTUHKJ
  6. Gudkov A.A., Mironyuk A.A. [The concept of financial security of an industrial enterprise]. Upravlenie finansovymi riskami, 2016, no. 4, pp. 298–311. (In Russ.) EDN: XGODDP
  7. Kondratov M.V., Sibirkina T.E. [Overview of the main approaches to the assessment of the economic security of the enterprise]. Upravlenie v sovremennykh sistemakh, 2019, no. 2, pp. 3–6. (In Russ.) EDN: XMGQKZ
  8. Kuznetsova A.Yu. [Analysis and assessment of the state of economic security of the enterprise]. Mezhdunarodnyi zhurnal gumanitarnykh i estestvennykh nauk, 2022, no. 2-2, pp. 22–26. (In Russ.) DOI: 10.24412/2500-1000-2022-2-2-22-26 EDN: GMBIOE
  9. Yanioglo A. [Comprehensive system for ensuring the economic security of the enterprise]. Agricultural and Resource Economics, 2015, vol. 1, iss. 1, pp. 69–79. (In Russ.) EDN: VQEWOH
  10. Podmolodina I.M., Voronin V.P., Konovalova E.M. [Approaches to assessing the economic security of enterprises]. Vestnik Voronezhskogo gosudarstvennogo universiteta inzhenernykh tekhnologii, 2012, no. 4, pp. 156–161. (In Russ.) EDN: PJIYIF
  11. Alyab'eva M.V. [Economic and marketing analysis as a condition for ensuring the economic security of an enterprise]. Vestnik Belgorodskogo universiteta kooperatsii, ekonomiki i prava, 2017, no. 5, pp. 194–204. (In Russ.) EDN: ZFRLLP
  12. Sultygova M.B. [Formation of key determinants in the economic security system: Project approach]. Vestnik Evraziiskoi nauki, 2018, vol. 10, iss. 3, pp. 1–10. (In Russ.) EDN: XWXQWT
  13. Perekrestova L.V., Papekhin R.S. [External and internal threats to the financial security of the enterprise]. Finansy i kredit, 2007, no. 16, pp. 68–75. (In Russ.) EDN: HYSZGT
  14. Kholopova Yu.S., Potashkova N.N. [Assessment of the threats to the financial security of the enterprise]. Gumanitarnyi nauchnyi zhurnal, 2022, no. 2, pp. 109–112. (In Russ.) EDN: KRUKUR
  15. Volodina I.G. [Assessment of level of financial safety of industrial enterprises]. European Social Science Journal, 2018, no. 4, pp. 155–166. (In Russ.) EDN: YUAKYP
  16. Kovzunova E.S., Ruiga I.R. [A conceptual approach to assessing the food security of a macroregion based on mathematical modeling methods]. Prodovol'stvennaya politika i bezopasnost', 2022, vol. 9, iss. 2, pp. 177–196. (In Russ.) DOI: 10.18334/ppib.9.2.114467 EDN: NVATJA
  17. Mityakov E.S., Kornilov D.A. [Regarding the issue of proper weighting coefficients in determination of integral indicators of economic dynamics]. Trudy NGTU im. R.E. Alekseeva, 2011, no. 3, pp. 289–299. (In Russ.) EDN: PCJKPD
  18. Kaplan R.S., Norton D.P. Sbalansirovannaya sistema pokazatelei. Ot strategii k deistviyu [The Balanced Scorecard: Translating Strategy into Action]. Moscow, Olimp-Biznes Publ., 2004, 210 p. URL: Link
  19. Loginov K.K. [Calculation of weight coefficients in the integral index of economic security of the region in terms of Omsk region]. Nauka o cheloveke: gumanitarnye issledovaniya, 2020, no. 1, pp. 186–194. (In Russ.) DOI: 10.17238/issn1998-5320.2020.39.186 EDN: HRDXFX
  20. Bavrina A.P., Borisov I.B. [Modern rules of the application of correlation analysis]. Meditsinskii al'manakh, 2021, no. 3, pp. 70–79. (In Russ.) EDN: TPSSIX
  21. Buchneva A. [Neural network: decision tree or random forest?]. Biznes & Informatsionnye tekhnologii, 2018, no. 4, pp. 48–53. (In Russ.) EDN: XRNXMT
  22. Mityakov S.N., Romanova N.A., Mityakov E.S. [The economic security of the Volga Federal District regions]. Ekonomika regiona, 2013, no. 3, pp. 81–91. (In Russ.) DOI: 10.17059/2013-3-6 EDN: RBXOXL

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