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October 6, 2026
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The International N5 Symposium ‘Neural Networks and Nonlinearity in Nizhny Novgorod’ was held at the Nizhny Novgorod House of Scientists from September 23 to 26. The event was organised by HSE University–Nizhny Novgorod and the Nizhny Novgorod House of Scientists, with the participation of Sberbank and the Institute of Physics Belgrade. The symposium was held for the second time: the first conference took place in 2025 and attracted considerable interest from the academic community.
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?

Bankruptcy factors at different stages of the lifecycle for Russian companies

Electronic Journal of Applied Statistical Analysis. 2022. Vol. 15. No. 1. P. 187–210.
Zelenkov Y., Fedorova E.

Many aspects of bankruptcy have not yet been thoroughly studied, among such issues are the causes that lead to bankruptcy at various stages of the company’s lifecycle. We hypothesize that the most significant factors in- fluencing the probability of company bankruptcy at a particular stage of its lifecycle are those the effectiveness of which is at the lowest level at this stage. These factors include the external environment, the quality of financial, and corporate governance. The methodology of the research consists of the meth- ods PLS-SEM (to determine the impact of factors on bankruptcy) and DEA (to evaluate the effectiveness of factors usage). The empirical database in- cludes 376 Russian public companies. The simulation results support the hypothesis. We also revealed that the external environment exerts a more powerful effect on the probability of bankruptcy at the stage of growth. The role of financial management increases from the initial stage to the final stage of the life cycle. Corporate governance is less important than the other two factors, but its impact is significant at the stage of growth.

Research target: Economics and Management
Language: English
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DOI
Text on another site
Keywords: corporate governancebankruptcy predictionexternal environmentfinancial managementcompany life cycle
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