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Impact of non-financial information on key financial indicators of Russian companies

Author

Listed:
  • Fedorova, E.

    (Financial University under the Government of the Russian Federation, Moscow, Russia)

  • Afanasev, D.

    (JSC "Greenatom", Moscow, Russia)

  • Nersesyan, R.

    (National Research University Higher School of Economics, Moscow, Russia)

  • Ledyaeva, S.

    (Department of Economics, Aalto University School of Business, Helsinki, Finland)

Abstract

This study examines the relation between non-financial information and companies' financial results, especially stock returns and weighted average cost of capital (WACC) in the Russian Federation. It selected a sample as a source of nonfinancial information containing Annual reports, Sustainable development reports, ESG reports (environmental, social, governance) and Global Reporting Initiative (GRI) reports of public firms listed in the Russian stock market (MOEX) from 2010 to 2018. To evaluate the role of information disclosure there were applied Bloomberg ESG disclosure indexes. The methodology of text analysis was based on latent semantic analysis (LSA) technique. Latent semantic analysis is a method of textual associative patterns recognition and themes of text formalization with rich mathematical background. Besides, we applied classical text mining procedure - bag of words with corporate social performance dictionary. The results demonstrate both significant influence of some themes or information disclosure importance for stakeholders and independent market agents. Firstly, this study serves top-management purposes and expands understanding of non-financial information influence. Second, the results may be used by external agents to detect the core idea vanishing in text massive.

Suggested Citation

  • Fedorova, E. & Afanasev, D. & Nersesyan, R. & Ledyaeva, S., 2020. "Impact of non-financial information on key financial indicators of Russian companies," Journal of the New Economic Association, New Economic Association, vol. 46(2), pages 73-96.
    • Handle: RePEc:nea:journl:y:2020:i:46:p:73-96
    DOI: 10.31737/2221-2264-2020-46-2-4
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    References listed on IDEAS

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    1. Ioanna Kountouri & Eleftherios Manousakis & Andrianos E. Tsekrekos, 2019. "Latent semantic analysis of corporate social responsibility reports (with an application to Hellenic firms)," International Journal of Disclosure and Governance, Palgrave Macmillan, vol. 16(1), pages 1-19, March.
    2. Adhikari, Binay K., 2016. "Causal effect of analyst following on corporate social responsibility," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 201-216.
    3. Sandra A. Waddock & Samuel B. Graves, 1997. "The Corporate Social Performance–Financial Performance Link," Strategic Management Journal, Wiley Blackwell, vol. 18(4), pages 303-319, April.
    4. Christina W. Y. Wong & Xin Miao & Shuang Cui & Yanhong Tang, 2018. "Impact of Corporate Environmental Responsibility on Operating Income: Moderating Role of Regional Disparities in China," Journal of Business Ethics, Springer, vol. 149(2), pages 363-382, May.
    5. Renáta Myšková & Petr Hájek, 2018. "Sustainability and Corporate Social Responsibility in the Text of Annual Reports—The Case of the IT Services Industry," Sustainability, MDPI, vol. 10(11), pages 1-18, November.
    6. Kearney, Colm & Liu, Sha, 2014. "Textual sentiment in finance: A survey of methods and models," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 171-185.
    7. Jeremy Galbreath, 2013. "ESG in Focus: The Australian Evidence," Journal of Business Ethics, Springer, vol. 118(3), pages 529-541, December.
    8. Stephen Brammer & Chris Brooks & Stephen Pavelin, 2006. "Corporate Social Performance and Stock Returns: UK Evidence from Disaggregate Measures," Financial Management, Financial Management Association, vol. 35(3), Autumn.
    9. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    10. Yuan Song & Hongwei Wang & Maoran Zhu, 2018. "Sustainable strategy for corporate governance based on the sentiment analysis of financial reports with CSR," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-14, December.
    11. Katrin Hummel & Peter Rötzel, 2019. "Mandating the Sustainability Disclosure in Annual Reports—Evidence from the United Kingdom," Schmalenbach Business Review, Springer;Schmalenbach-Gesellschaft, vol. 71(2), pages 205-247, May.
    12. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    13. Chauhan, Yogesh & Kumar, Surya B., 2018. "Do investors value the nonfinancial disclosure in emerging markets?," Emerging Markets Review, Elsevier, vol. 37(C), pages 32-46.
    14. Lorenzo Patelli & Matteo Pedrini, 2014. "Is the Optimism in CEO’s Letters to Shareholders Sincere? Impression Management Versus Communicative Action During the Economic Crisis," Journal of Business Ethics, Springer, vol. 124(1), pages 19-34, September.
    15. Wu, Chia-Ming & Hu, Jin-Li, 2019. "Can CSR reduce stock price crash risk? Evidence from China's energy industry," Energy Policy, Elsevier, vol. 128(C), pages 505-518.
    16. Lili Dai & Jerry T. Parwada & Bohui Zhang, 2015. "The Governance Effect of the Media's News Dissemination Role: Evidence from Insider Trading," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 331-366, May.
    17. Tomasz Piotr Wisniewski & Liafisu Sina Yekini, 2015. "Stock market returns and the content of annual report narratives," Accounting Forum, Taylor & Francis Journals, vol. 39(4), pages 281-294, December.
    18. Horváthová, Eva, 2010. "Does environmental performance affect financial performance? A meta-analysis," Ecological Economics, Elsevier, vol. 70(1), pages 52-59, November.
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    Cited by:

    1. Pavel A. Mikhnenko, 2023. "Multimodal business analytics: The concept and its application prospects in economic science and practice," Upravlenets, Ural State University of Economics, vol. 14(6), pages 2-18, December.

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    More about this item

    Keywords

    latent semantic analysis; nonfinancial information; ESG; Global Reporting Initiative; corporate social responsibility; text mining;
    All these keywords.

    JEL classification:

    • Q30 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Nonrenewable Resources and Conservation - - - General
    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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