IDEAS home Printed from https://ideas.repec.org/a/gam/jecomi/v10y2022i10p242-d933449.html
   My bibliography  Save this article

Saudi Green Banks and Stock Return Volatility: GLE Algorithm and Neural Network Models

Author

Listed:
  • Hamzeh F. Assous

    (Finance Department, School of Business, King Faisal University, Al Ahasa 31982, Saudi Arabia)

Abstract

This study investigates the effects of ESG factors on stock return volatility from 2012 to 2020 using linear regression, GLE algorithm, and neural network models. This paper used the ESG factors and main control variables (ROA, EPS, and year) as independent variables. The regression model results showed that both year and E scores significantly positively affected Saudi banks’ stock return volatility. However, the S score and ROA significantly negatively impacted the volatility. The results indicated that the prediction models were more efficient in analysing the volatility and building an accurate prediction model using all independent variables. The results of the GLE algorithm model showed that the level of importance of the variables was sorted from highest to least significant as follows: S score, ROA, E score, and then G score. While the result of the neural network was sorted as ROA, ROE, and EPS, then the E score, S score, and G score factors all had the same minor importance in predicting the stock return volatility. Linear regression and prediction models indicated that the S score was the most crucial variable in predicting stock return volatility. Both policymakers and investors can benefit from our findings.

Suggested Citation

  • Hamzeh F. Assous, 2022. "Saudi Green Banks and Stock Return Volatility: GLE Algorithm and Neural Network Models," Economies, MDPI, vol. 10(10), pages 1-18, October.
  • Handle: RePEc:gam:jecomi:v:10:y:2022:i:10:p:242-:d:933449
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7099/10/10/242/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7099/10/10/242/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Paolo Capelli & Federica Ielasi & Angeloantonio Russo, 2021. "Forecasting volatility by integrating financial risk with environmental, social, and governance risk," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(5), pages 1483-1495, September.
    2. Alexandre Garel & Arthur Petit-Romec, 2021. "Investor rewards to environmental responsibility: Evidence from the COVID-19 crisis," Post-Print hal-03204216, HAL.
    3. Yang, Qin & Du, Qiang & Razzaq, Asif & Shang, Yunfeng, 2022. "How volatility in green financing, clean energy, and green economic practices derive sustainable performance through ESG indicators? A sectoral study of G7 countries," Resources Policy, Elsevier, vol. 75(C).
    4. Garel, Alexandre & Petit-Romec, Arthur, 2021. "Investor rewards to environmental responsibility: Evidence from the COVID-19 crisis," Journal of Corporate Finance, Elsevier, vol. 68(C).
    5. Hasan Mohamad Bamahros & Abdulsalam Alquhaif & Ameen Qasem & Wan Nordin Wan-Hussin & Murad Thomran & Shaker Dahan Al-Duais & Siti Norwahida Shukeri & Hytham M. A. Khojally, 2022. "Corporate Governance Mechanisms and ESG Reporting: Evidence from the Saudi Stock Market," Sustainability, MDPI, vol. 14(10), pages 1-20, May.
    6. Mustafa Hakan Eratalay & Ariana Paola Cortés Ángel, 2022. "The Impact of ESG Ratings on the Systemic Risk of European Blue-Chip Firms," JRFM, MDPI, vol. 15(4), pages 1-41, March.
    7. Mansi Jain & Gagan Deep Sharma & Mrinalini Srivastava, 2019. "Can Sustainable Investment Yield Better Financial Returns: A Comparative Study of ESG Indices and MSCI Indices," Risks, MDPI, vol. 7(1), pages 1-18, February.
    8. Shakil, Mohammad Hassan, 2021. "Environmental, social and governance performance and financial risk: Moderating role of ESG controversies and board gender diversity," Resources Policy, Elsevier, vol. 72(C).
    9. Abdessamad Ouchen, 2022. "Is the ESG portfolio less turbulent than a market benchmark portfolio?," Risk Management, Palgrave Macmillan, vol. 24(1), pages 1-33, March.
    10. Joanna Górka & Katarzyna Kuziak, 2022. "Volatility Modeling and Dependence Structure of ESG and Conventional Investments," Risks, MDPI, vol. 10(1), pages 1-25, January.
    11. Fabio Korinth & Rainer Lueg, 2022. "Corporate Sustainability and Risk Management—The U-Shaped Relationships of Disaggregated ESG Rating Scores and Risk in the German Capital Market," Sustainability, MDPI, vol. 14(9), pages 1-15, May.
    12. Broadstock, David C. & Chan, Kalok & Cheng, Louis T.W. & Wang, Xiaowei, 2021. "The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China," Finance Research Letters, Elsevier, vol. 38(C).
    13. Yoo, Sunbin & Keeley, Alexander Ryota & Managi, Shunsuke, 2021. "Does sustainability activities performance matter during financial crises? Investigating the case of COVID-19," Energy Policy, Elsevier, vol. 155(C).
    14. Rashedul Hasan & Mohammad Dulal Miah & M. Kabir Hassan, 2022. "The nexus between environmental and financial performance: Evidence from gulf cooperative council banks," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 2882-2907, November.
    15. Chen, Chun-Da & Su, Ching-Hui (Joan) & Chen, Ming-Hsiang, 2022. "Understanding how ESG-focused airlines reduce the impact of the COVID-19 pandemic on stock returns," Journal of Air Transport Management, Elsevier, vol. 102(C).
    16. Hüseyin Öcal & Anton Abdulbasah Kamil, 2021. "The impact of risk indicators on sustainability (ESG) and broad-based indices: an empirical analysis from Germany, France, Indonesia and Turkey," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 13(1), pages 18-54.
    17. Abdulsamad Alazzani & Wan Nordin Wan-Hussin & Michael Jones & Ahmed Al-hadi, 2021. "ESG Reporting and Analysts’ Recommendations in GCC: The Moderation Role of Royal Family Directors," JRFM, MDPI, vol. 14(2), pages 1-21, February.
    Full references (including those not matched with items on IDEAS)

    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. Riccardo Savio & Edoardo D’Andrassi & Francesca Ventimiglia, 2023. "A Systematic Literature Review on ESG during the COVID-19 Pandemic," Sustainability, MDPI, vol. 15(3), pages 1-17, January.
    2. Deng, Xiang & Li, Weihao & Ren, Xiaohang, 2023. "More sustainable, more productive: Evidence from ESG ratings and total factor productivity among listed Chinese firms," Finance Research Letters, Elsevier, vol. 51(C).
    3. Yi, Yuyang & Zhang, Zongyi & Xiang, Cheng, 2022. "The value of CSR during the COVID-19 crisis: Evidence from Chinese firms," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    4. Liu, Haiyue & Jiang, Jie & Xue, Rui & Meng, Xiaofan & Hu, Shiyang, 2022. "Corporate environmental governance scheme and investment efficiency over the course of COVID-19," Finance Research Letters, Elsevier, vol. 47(PB).
    5. Jing Lu & Kathleen Rodenburg & Lianne Foti & Ann Pegoraro, 2022. "Are firms with better sustainability performance more resilient during crises?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3354-3370, November.
    6. Zhang, Ning & Zhang, Yue & Zong, Zhe, 2023. "Fund ESG performance and downside risk: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 86(C).
    7. Qian, Kun & Shi, Bingjie & Song, Yunling & Wu, Hao, 2023. "ESG performance and loan contracting in an emerging market," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
    8. Hemendra Gupta & Rashmi Chaudhary, 2023. "An Analysis of Volatility and Risk-Adjusted Returns of ESG Indices in Developed and Emerging Economies," Risks, MDPI, vol. 11(10), pages 1-18, October.
    9. Chen, Zhongfei & Xie, Guanxia, 2022. "ESG disclosure and financial performance: Moderating role of ESG investors," International Review of Financial Analysis, Elsevier, vol. 83(C).
    10. Imen Khanchel & Naima Lassoued & Rym Gargoury, 2023. "CSR and firm value: is CSR valuable during the COVID 19 crisis in the French market?," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 27(2), pages 575-601, June.
    11. Gregory, Richard Paul, 2022. "ESG scores and the response of the S&P 1500 to monetary and fiscal policy during the Covid-19 pandemic," International Review of Economics & Finance, Elsevier, vol. 78(C), pages 446-456.
    12. Khaled Alsaifi & Marwa Elnahass & Abdullah M. Al-Awadhi & Aly Salama, 2022. "Carbon disclosure and firm risk: evidence from the UK corporate responses to climate change," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(3), pages 505-526, September.
    13. Fariha Jahan & Jungmu Kim, 2023. "Does the Shield Effect of CSR Work in Crises? Evidence in Korea," Sustainability, MDPI, vol. 15(11), pages 1-18, June.
    14. Zhou, Bo & Ding, Hao, 2023. "How public attention drives corporate environmental protection: Effects and channels," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    15. Lei, Heng & Xue, Minggao & Liu, Huiling & Ye, Jing, 2023. "Precious metal as a safe haven for global ESG stocks: Portfolio implications for socially responsible investing," Resources Policy, Elsevier, vol. 80(C).
    16. Torsten Ehlers & Ulrike Elsenhuber & Anandakumar Jegarasasingam & Eric Jondeau, 2022. "Deconstructing ESG scores: how to invest with your own criteria," BIS Working Papers 1008, Bank for International Settlements.
    17. Baatwah, Saeed Rabea & Al-Qadasi, Adel Ali & Al-Shehri, Amer Mohammed & Derouiche, Imen, 2022. "Corporate social responsibility budgeting and spending during COVID–19 in Oman: A humanitarian response to the pandemic," Finance Research Letters, Elsevier, vol. 47(PB).
    18. Kanno, Masayasu, 2023. "Does ESG performance improve firm creditworthiness?," Finance Research Letters, Elsevier, vol. 55(PA).
    19. Ding, Qian & Huang, Jianbai & Zhang, Hongwei, 2022. "Time-frequency spillovers among carbon, fossil energy and clean energy markets: The effects of attention to climate change," International Review of Financial Analysis, Elsevier, vol. 83(C).
    20. Srivastava, Jagriti & Sampath, Aravind & Gopalakrishnan, Balagopal, 2022. "Is ESG the key to unlock debt financing during the COVID-19 pandemic? International evidence," Finance Research Letters, Elsevier, vol. 49(C).

    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:jecomi:v:10:y:2022:i:10:p:242-:d:933449. 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.