Preview

MIR (Modernization. Innovation. Research)

Advanced search

Factors affecting the fair value of PJsc Norilsk Nickel shares

https://doi.org/10.18184/2079-4665.2026.17.1.173-188

Abstract

Purpose: to identify the degree of macroeconomic, industry, and internal factors influence on the fair value of PJSC Norilsk Nickel shares in the context of macroeconomic and geopolitical instability.

Methods: сorrelation and regression analysis were the primary methods used to identify statistically significant relationships between fair value and various corporate, industry, and macroeconomic indicators. The analysis was conducted using R programming language, with statistical packages and visualization tools. Stationarity of time series was confirmed using ADF testing; non-stationary components were differenced. Multiple linear regression was used to build the model, followed by residual diagnostics.

Results: correlation analysis indicated that global nickel prices and the IMOEX index are key positive drivers of the fair value for Norilsk Nickel shares. Notable inter-variable relationships were observed: global nickel and copper prices are correlated; the IMOEX index and USD/RUB exchange rate show a positive connection; RVI (Russian Volatility Index) and OFZ yields relate, reflecting growing uncertainty and interest rates. ROA and ROE are logically linked, while the debt burden shows a weak negative correlation with ROE. The final model demonstrates high statistical significance, stability, and absence of multicollinearity and heteroscedasticity. It explains the majority of fair value variation during 2015–2024.

Conclusions and Relevance: the study confirms the significance of both industry-specific and general market factors in determining the fair share value for metallurgical companies. The resulting model holds forecasting potential and aids decision-making amid uncertainty. The findings can help investors assess the investment attractiveness of PJSC MMK Norilsk Nickel and assist corporate governance in strengthening resilience to external shocks.

About the Authors

A. A. Terentev
Kazan (Volga Region) Federal University
Russian Federation

Anton A. Terentev, Master's student at the Institute of Management, Economics and Finance 

Kazan 


Competing Interests:

The authors declare that there is no Conflict of Interest. 



E. Yu. Vetoshkina
Kazan (Volga Region) Federal University
Russian Federation

Elena Yu. Vetoshkina, Candidate of Economic Sciences, Associate Professor, Department of Accounting, Analysis and Audit, Institute of Management, Economics and Finance

Kazan 


Competing Interests:

The authors declare that there is no Conflict of Interest. 



A. K. Dashin
Kazan (Volga Region) Federal University
Russian Federation

Andrey K. Dashin, Candidate of Economic Sciences, Associate Professor, Department of Accounting, Analysis and Audit, Institute of Management, Economics and Finance

Kazan 


Competing Interests:

The authors declare that there is no Conflict of Interest. 



References

1. Milburn J.A. The relationship between fair value, market value, and efficient markets. Accounting Perspectives. 2010; 7(4):293–316. https://doi.org/10.1506/ap.7.4.2 (In Eng.)

2. Azimli A. The impact of IFRS mandate and institutional governance on underpricing and aftermarket performance of IPO shares in Turkey. Financial Innovation. 2023; 9:121. https://doi.org/10.1186/s40854-023-00528-9 (In Eng.)

3. Filip A., Hammami A., Huang Z., Jeny A., Magnan M., Moldovan R. The value relevance of fair value levels: time trends under IFRS and U.S. GAAP. Accounting in Europe. 2021; 18(2):196–217. https://doi.org/10.1080/17449480.2021.1900581 (In Eng.)

4. Liao L., Yao D., Kang H., Morris R.D. The impact of legal efficacy on value relevance of the three-level fair value measurement hierarchy. Pacific-Basin Finance Journal. 2020; 59:101259. https://doi.org/10.1016/j.pacfin.2019.101259 (In Eng.)

5. Moodley F., Ferreira Schenk S., Matlhaku K. The effects of investor sentiment on stock return indices under changing market conditions: evidence from South Africa. International Journal of Financial Studies. 2025; 13(2):70. https://doi.org/10.3390/ijfs13020070 (In Eng.)

6. Ayadi E., Ben Mbarek N. The dynamic effects of economic uncertainties and geopolitical risks on Saudi stock market returns: evidence from local projections. Journal of Risk and Financial Management. 2025; 18(5):264. https://doi.org/10.3390/jrfm18050264 (In Eng.)

7. Karuthedath D. Investor sentiment and stock market volatility: a behavioral finance perspective. European Chemical Bulletin. 2023; 12(8):3466–3477. URL: https://www.researchgate.net/publication/387510892_INVESTOR_SENTIMENT_AND_STOCK_MARKET_VOLATILITY_A_BEHAVIORAL_FINANCE_PERSPECTIVE?utm_source=chatgpt.com (accessed: 20.05.2025) (In Eng.)

8. Chatterjee A., Bhowmick H., Sen J. Stock price prediction using time series, econometric, machine learning, and deep learning models. In: 2021 IEEE Mysore Sub Section International Conference (MysuruCon). Hassan, India, 2021. P. 289–296. https://doi.org/10.1109/MysuruCon52639.2021.9641610 (In Eng.)

9. Shaik M., Jamil S.A., Hawaldar I.T., Sahabuddin M., Rabbani M.R., Atif M. Impact of geo political risk on stocks, oil, and gold returns during GFC, COVID 19, and Russian-Ukraine war. Cogent Economics and Finance. 2023; 11(1):2190213. https://doi.org/10.1080/23322039.2023.2190213 (In Eng.)

10. Halouskov M., Lyocsa S. Forecasting U.S. equity market volatility with attention and sentiment to the economy. arXiv.org. Cornell University. 2025. arXiv:2503.19767. https://doi.org/10.48550/arXiv.2503.19767 (In Eng.)

11. Marín Rodríguez N.J., Gonzalez Ruiz J.D., Botero S. Connectedness between sustainable investment indexes: the QVAR approach. Economies. 2024; 12(7):170. https://doi.org/10.3390/economies12070170 (In Eng.)

12. Nofitasari S. The effect of inflation, exchange rates, and interest rates on stock returns in mining sector companies listed on the Indonesia stock exchange for the 2022–2024 period. West Science Accounting and Finance. 2025; 3(1):20–31. https://doi.org/10.58812/wsaf.v3i01.1643 (In Eng.)

13. Thorbecke W. The impact of inflation on the U.S. stock market after the COVID 19 pandemic. International Journal of Financial Studies. 2025; 13(1):9. https://doi.org/10.3390/ijfs13010009 (In Eng.)

14. Zhang C., Liu S., Qin M., Gao B. The dependency structure of international commodity and stock markets after the Russia Ukraine war. PLoS ONE. 2025; 20(2):e0316288. https://doi.org/10.1371/journal.pone.0316288 (In Eng.)

15. Demir İ., Aydın H., Erkal G., Yalçinkaya Ö. The effects of global uncertainty and risks on metal prices: evidence from frequency and time domain causality tests. Resources Policy. 2025; 103:105555. https://doi.org/10.1016/j.resourpol.2025.105555 (In Eng.)

16. Rumokoy L.J., Omura A., Roca E. Geopolitical risk and corporate investment in the metals and mining industry: evidence from Australia. Pacific-Basin Finance Journal. 2023; 79:101991. https://doi.org/10.1016/j.pacfin.2023.101991 (In Eng.)

17. Qian C., Zhang T., Li J. The impact of international commodity price shocks on macroeconomic fundamentals: evidence from the US and China. Resources Policy. 2023; 85(B):103904. https://doi.org/10.1016/j.resourpol.2023.103904 (In Eng.)

18. Chen Z., Geng Y., Zhang B. Impact of the Russian Ukrainian war on the global non ferrous metals market. In: Proceedings of the 2nd International Conference on Business and Policy Studies. Singapore: Springer, 2023. P. 1073–1083. https://doi.org/10.1007/978-981-99-6441-3_98 (In Eng.)

19. Jia Y., Liu Y., Taghizadeh-Hesary F. The nexus among geopolitical risk, metal prices, and global supply chain pressure: Evidence from the TVP-SV-VAR approach. Economic Analysis and Policy. 2025; 85:1776–1789. https://doi.org/10.1016/j.eap.2025.02.003 (In Eng.)

20. Mardiana N., As’ari H. Effect of corporate governance implementation on financial performance. Research of Accounting and Governance. 2023; 1(2):92–102. https://doi.org/10.58777/rag.v1i2.59 (In Eng.)

21. Muturi N.A., Kalui F.M. Macro-economic, corporate governance factors and the financial performance of listed firms on Nairobi securities exchange. European Scientific Journal. 2022; 18(19):110. https://doi.org/10.19044/esj.2022.v18n19p110 (In Eng.)

22. Ahmeti Y., Kalimashi A., Ahmeti A., Ahmeti S. Factors affecting sustainable growth rate and its impact on financial performance of Kosovo manufacturing companies. Economic Studies Journal. 2024; 33(4):61–74. URL: https://www.researchgate.net/publication/382862637_Factors_Affecting_Sustainable_Growth_Rate_and_its_Impact_on_Financial_Performance_of_Kosovo_Manufacturing_Companies?utm_source=chatgpt.com (accessed: 23.05.2025) (In Eng.)

23. Xiong W., Wu D.D., Yeung J.H.Y. Semiconductor supply chain resilience and disruption: insights, mitigation, and future directions. International Journal of Production Research. 2024; 63(9):3442–3465. https://doi.org/10.1080/00207543.2024.2387074 (In Eng.)

24. Bednarski L., Roscoe S., Blome C., Schleper M.C. Geopolitical disruptions in global supply chains: a state of the art literature review. Production Planning and Control. 2023; 36(4):536–562. https://doi.org/10.1080/09537287.2023.2286283 (In Eng.)

25. Liu E., Liu Y., Smirnyagin V., Tsyvinski A. Supply chain disruptions, supplier capital, and financial constraints. Cowles Foundation Discussion Papers. 2025. http://dx.doi.org/10.2139/ssrn.4866869 (In Eng.)

26. Naveen K.T.S., Mayya S. A systematic review on the factors influencing investors decision towards investment in shares. International Journal for Multidisciplinary Research. 2024; 6(3). https://doi.org/10.36948/ijfmr.2024.v06i03.23545 (In Eng.)

27. Wang H. Heterogeneous trader responses to macroeconomic surprises: simulating order flow dynamics. arXiv.org. 2025. arXiv:2505.01962v1. URL: https://arxiv.org/pdf/2505.01962 (accessed: 23.05.2025) (In Eng.)

28. Alexandrov A.V. Models of investors behavior in the conditions of macroeconomic instability. Polythematic online scientific journal of Kuban State agrarian University. 2007; (30):116–128. EDN: https://elibrary.ru/jwxuyl (In Russ.)


Review

For citations:


Terentev A.A., Vetoshkina E.Yu., Dashin A.K. Factors affecting the fair value of PJsc Norilsk Nickel shares. MIR (Modernization. Innovation. Research). 2026;17(1):173-188. (In Russ.) https://doi.org/10.18184/2079-4665.2026.17.1.173-188

Views: 241

JATS XML


Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.


ISSN 2079-4665 (Print)
ISSN 2411-796X (Online)