IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v9y2021i14p1611-d590685.html
   My bibliography  Save this article

Implied Tail Risk and ESG Ratings

Author

Listed:
  • Jingyan Zhang

    (Department of Mathematics, KU Leuven, Celestijnenlaan 200B, 3001 Leuven, Belgium)

  • Jan De Spiegeleer

    (Department of Mathematics, KU Leuven, Celestijnenlaan 200B, 3001 Leuven, Belgium)

  • Wim Schoutens

    (Department of Mathematics, KU Leuven, Celestijnenlaan 200B, 3001 Leuven, Belgium)

Abstract

This paper explores whether the high or low ESG rating of a company is related to the level of its implied tail risk, measured on the basis of derivative data by implied skewness and implied kurtosis. Previous research suggests that the ESG rating of a company is indeed connected to some financial risk; however, often, only volatility is used as a risk measure. We examined the relation between ESG ratings and implied volatility, and explore the relation between ESG ratings and financial risk in more depth by looking into higher implied moments accessing financial tail risk. First, we found that higher ESG rated companies have a lower implied volatility connected with them, and exhibit more negative implied skewness and higher implied kurtosis. In other words, we observed a higher negative tail risk for higher ESG rated companies. However, on a midsized company data set, we found that higher ESG rated companies both have lower implied volatility, and exhibit less negative implied skewness and lower implied kurtosis. Hence, negative tail risk is typically lower for high ESG rated companies. Our study further investigated similar effects on individual environmental (E), social (S) and governance (G) scores of the involved companies. Second, we examined whether such a kind of trend exists for different sectors. Our results indicate that the influence of ESG ratings on implied volatility exhibits a similar trend, except for the industrial, information services, and real estate sectors, while for the materials, healthcare, and communication services sectors, the influence of ESG ratings on implied skewness and implied kurtosis is less pronounced. Moreover, the results show that the ESG ratings are correlated with implied moments for companies in consumer discretionary sectors.

Suggested Citation

  • Jingyan Zhang & Jan De Spiegeleer & Wim Schoutens, 2021. "Implied Tail Risk and ESG Ratings," Mathematics, MDPI, vol. 9(14), pages 1-16, July.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:14:p:1611-:d:590685
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/9/14/1611/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7390/9/14/1611/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. N. C. Ashwin Kumar & Camille Smith & Leïla Badis & Nan Wang & Paz Ambrosy & Rodrigo Tavares, 2016. "ESG factors and risk-adjusted performance: a new quantitative model," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 6(4), pages 292-300, October.
    2. Heinkel, Robert & Kraus, Alan & Zechner, Josef, 2001. "The Effect of Green Investment on Corporate Behavior," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(4), pages 431-449, December.
    3. Adrian Buss & Grigory Vilkov, 2012. "Measuring Equity Risk with Option-implied Correlations," The Review of Financial Studies, Society for Financial Studies, vol. 25(10), pages 3113-3140.
    4. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2008. "The price of ethics and stakeholder governance: The performance of socially responsible mutual funds," Journal of Corporate Finance, Elsevier, vol. 14(3), pages 302-322, June.
    5. Boubaker, Sabri & Cellier, Alexis & Manita, Riadh & Saeed, Asif, 2020. "Does corporate social responsibility reduce financial distress risk?," Economic Modelling, Elsevier, vol. 91(C), pages 835-851.
    6. Datta, Deepa Dhume & Londono, Juan M. & Ross, Landon J., 2017. "Generating options-implied probability densities to understand oil market events," Energy Economics, Elsevier, vol. 64(C), pages 440-457.
    7. Enrico Bibbona & Ilia Negri, 2015. "Higher Moments and Prediction-Based Estimation for the COGARCH(1,1) Model," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 42(4), pages 891-910, December.
    8. Gurdip Bakshi & Nikunj Kapadia & Dilip Madan, 2003. "Stock Return Characteristics, Skew Laws, and the Differential Pricing of Individual Equity Options," The Review of Financial Studies, Society for Financial Studies, vol. 16(1), pages 101-143.
    9. Karl V. Lins & Henri Servaes & Ane Tamayo, 2017. "Social Capital, Trust, and Firm Performance: The Value of Corporate Social Responsibility during the Financial Crisis," Journal of Finance, American Finance Association, vol. 72(4), pages 1785-1824, August.
    10. Madan,Dilip & Schoutens,Wim, 2016. "Applied Conic Finance," Cambridge Books, Cambridge University Press, number 9781107151697.
    11. Hong, Harrison & Kacperczyk, Marcin, 2009. "The price of sin: The effects of social norms on markets," Journal of Financial Economics, Elsevier, vol. 93(1), pages 15-36, July.
    12. Kai Schindelhauer & Chen Zhou, 2018. "Value-at-Risk prediction using option-implied risk measures," DNB Working Papers 613, Netherlands Central Bank, Research Department.
    13. Halbritter, Gerhard & Dorfleitner, Gregor, 2015. "The wages of social responsibility — where are they? A critical review of ESG investing," Review of Financial Economics, Elsevier, vol. 26(C), pages 25-35.
    14. Chan, Pak To & Walter, Terry, 2014. "Investment performance of “environmentally-friendly” firms and their initial public offers and seasoned equity offers," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 177-188.
    15. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    16. Nofsinger, John & Varma, Abhishek, 2014. "Socially responsible funds and market crises," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 180-193.
    17. José Afonso Faias & Tiago Castel-Branco, 2018. "Out-Of-Sample Stock Return Prediction Using Higher-Order Moments," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 21(06), pages 1-27, September.
    18. Ruan, Xinfeng & Zhang, Jin E., 2018. "Risk-neutral moments in the crude oil market," Energy Economics, Elsevier, vol. 72(C), pages 583-600.
    19. Tim Verheyden & Robert G. Eccles & Andreas Feiner, 2016. "ESG for All? The Impact of ESG Screening on Return, Risk, and Diversification," Journal of Applied Corporate Finance, Morgan Stanley, vol. 28(2), pages 47-55, June.
    20. Dolf Diemont & Kyle Moore & Aloy Soppe, 2016. "The Downside of Being Responsible: Corporate Social Responsibility and Tail Risk," Journal of Business Ethics, Springer, vol. 137(2), pages 213-229, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shu-Ling Lin & Xiao Jin, 2023. "Does ESG Predict Systemic Banking Crises? A Computational Economics Model of Early Warning Systems with Interpretable Multi-Variable LSTM based on Mixture Attention," Mathematics, MDPI, vol. 11(2), pages 1-15, January.
    2. Bax, Karoline & Sahin, Özge & Czado, Claudia & Paterlini, Sandra, 2023. "ESG, risk, and (tail) dependence," International Review of Financial Analysis, Elsevier, vol. 87(C).
    3. Özge Sahin & Karoline Bax & Claudia Czado & Sandra Paterlini, 2022. "Environmental, Social, Governance scores and the Missing pillar—Why does missing information matter?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1782-1798, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gao, Ya & Xiong, Xiong & Feng, Xu, 2020. "Responsible investment in the Chinese stock market," Research in International Business and Finance, Elsevier, vol. 52(C).
    2. Roy Cerqueti & Rocco Ciciretti & Ambrogio Dalò & Marco Nicolosi, 2022. "Mitigating Contagion Risk by ESG Investing," Sustainability, MDPI, vol. 14(7), pages 1-13, March.
    3. Guillermo Badía & Luis Ferruz & Maria Céu Cortez, 2021. "The performance of social responsible investing from retail investors' perspective: international evidence," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 6074-6088, October.
    4. Lars Hornuf & Gül Yüksel, 2022. "The Performance of Socially Responsible Investments: A Meta-Analysis," CESifo Working Paper Series 9724, CESifo.
    5. Cerqueti, Roy & Ciciretti, Rocco & Dalò, Ambrogio & Nicolosi, Marco, 2021. "ESG investing: A chance to reduce systemic risk," Journal of Financial Stability, Elsevier, vol. 54(C).
    6. Gillan, Stuart L. & Koch, Andrew & Starks, Laura T., 2021. "Firms and social responsibility: A review of ESG and CSR research in corporate finance," Journal of Corporate Finance, Elsevier, vol. 66(C).
    7. Bannier, Christina E. & Bofinger, Yannik & Rock, Björn, 2019. "Doing safe by doing good: ESG investing and corporate social responsibility in the U.S. and Europe," CFS Working Paper Series 621, Center for Financial Studies (CFS).
    8. Federica Ielasi & Paolo Ceccherini & Pietro Zito, 2020. "Integrating ESG Analysis into Smart Beta Strategies," Sustainability, MDPI, vol. 12(22), pages 1-22, November.
    9. Jun Duanmu & Qiping Huang & Yongjia Li & Garrett A. McBrayer, 2021. "Can hedge funds benefit from corporate social responsibility investment?," The Financial Review, Eastern Finance Association, vol. 56(2), pages 251-278, May.
    10. Pedini, Luca & Severini, Sabrina, 2022. "Exploring the hedge, diversifier and safe haven properties of ESG investments: A cross-quantilogram analysis," MPRA Paper 112339, University Library of Munich, Germany.
    11. Nofsinger, John R. & Sulaeman, Johan & Varma, Abhishek, 2019. "Institutional investors and corporate social responsibility," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 700-725.
    12. Muneer Shaik & Mohd Ziaur Rehman, 2023. "The Dynamic Volatility Connectedness of Major Environmental, Social, and Governance (ESG) Stock Indices: Evidence Based on DCC-GARCH Model," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(1), pages 231-246, March.
    13. Shackleton, Mark & Yan, Jiali & Yao, Yaqiong, 2022. "What drives a firm's ES performance? Evidence from stock returns," Journal of Banking & Finance, Elsevier, vol. 136(C).
    14. Nicholas Apergis & Vassilios Babalos & Christina Christou & Rangan Gupta, 2019. "Are there Really Long-Run Diversification Benefits from Sustainable Investments?," International Journal of Business and Economics, School of Management Development, Feng Chia University, Taichung, Taiwan, vol. 18(2), pages 141-163, September.
    15. Trinks, Arjan & Ibikunle, Gbenga & Mulder, Machiel & Scholtens, Bert, 2017. "Greenhouse Gas Emissions Intensity and the Cost of Capital," Research Report 17017-EEF, University of Groningen, Research Institute SOM (Systems, Organisations and Management).
    16. Liu, Xianda & Hou, Wenxuan & Main, Brian G.M., 2022. "Anti-market sentiment and corporate social responsibility: Evidence from anti-Jewish pogroms," Journal of Corporate Finance, Elsevier, vol. 76(C).
    17. Ved Dilip Beloskar & S. V. D. Nageswara Rao, 2023. "Did ESG Save the Day? Evidence From India During the COVID-19 Crisis," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(1), pages 73-107, March.
    18. Volker Lingnau & Florian Fuchs & Florian Beham, 2022. "The link between corporate sustainability and willingness to invest: new evidence from the field of ethical investments," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 33(3), pages 335-369, September.
    19. Jedynak Tomasz, 2017. "Is it Worth Being Good? – The Efficiency and Risk of Socially Responsible Investing in Light of Various Empirical Studies," Financial Internet Quarterly (formerly e-Finanse), Sciendo, vol. 13(3), pages 1-14, September.
    20. Bae, Kee-Hong & El Ghoul, Sadok & Guedhami, Omrane & Kwok, Chuck C.Y. & Zheng, Ying, 2019. "Does corporate social responsibility reduce the costs of high leverage? Evidence from capital structure and product market interactions," Journal of Banking & Finance, Elsevier, vol. 100(C), pages 135-150.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jmathe:v:9:y:2021:i:14:p:1611-:d:590685. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.