IDEAS home Printed from https://ideas.repec.org/a/kap/apfinm/v32y2025i1d10.1007_s10690-024-09449-8.html
   My bibliography  Save this article

Nonlinear Relationship Between Investor Sentiment and Conditional Volatility in Emerging Equity Markets

Author

Listed:
  • Rameeza Andleeb

    (Capital University of Science and Technology)

  • Arshad Hassan

    (Capital University of Science and Technology)

Abstract

The present study aims to identify the non-linear relationship of bullish and bearish investor sentiment with conditional volatility. It is conducted in emerging equity markets of Brazil, India, Pakistan, Russia, Indonesia, South Africa, and China. The data regarding share prices, shares outstanding, and trading volume is collected from the representative indices for a period from 2001 to 2020. Investor Sentiment Index is constructed using Principal Component Analysis and decomposed into bullish and bearish investor sentiment. The GARCH model is applied to generate conditional volatility and the Non-linear Auto Regressive Moving Average model is applied to analyze the asymmetric relationship between conditional volatility and investor sentiment at the country level. The Panel GARCH model is applied to generate conditional volatility for panel data, and the Non-linear Dynamic Auto Regressive Moving Average model is applied to investigate the nonlinear relation of investor sentiment with volatility. Bullish and bearish investor sentiments show a significant effect in generating conditional volatility in the markets in both linear as well as nonlinear settings.

Suggested Citation

  • Rameeza Andleeb & Arshad Hassan, 2025. "Nonlinear Relationship Between Investor Sentiment and Conditional Volatility in Emerging Equity Markets," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 32(1), pages 147-165, March.
  • Handle: RePEc:kap:apfinm:v:32:y:2025:i:1:d:10.1007_s10690-024-09449-8
    DOI: 10.1007/s10690-024-09449-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10690-024-09449-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10690-024-09449-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    2. Madhumita Chakraborty & Sowmya Subramaniam, 2020. "Asymmetric relationship of investor sentiment with stock return and volatility: evidence from India," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 12(4), pages 435-454, May.
    3. Saif Siddiqui & Preeti Roy, 2019. "Asymmetric relationship between implied volatility, index returns and trading volume: an application of quantile regression model," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 46(3), pages 239-252, September.
    4. Jiang, Shangwei & Jin, Xiu, 2021. "Effects of investor sentiment on stock return volatility: A spatio-temporal dynamic panel model," Economic Modelling, Elsevier, vol. 97(C), pages 298-306.
    5. Lee, Wayne Y. & Jiang, Christine X. & Indro, Daniel C., 2002. "Stock market volatility, excess returns, and the role of investor sentiment," Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2277-2299.
    6. Roman Kräussl & Elizaveta Mirgorodskaya, 2017. "Media, sentiment and market performance in the long run," The European Journal of Finance, Taylor & Francis Journals, vol. 23(11), pages 1059-1082, September.
    7. Baker, Malcolm & Stein, Jeremy C., 2004. "Market liquidity as a sentiment indicator," Journal of Financial Markets, Elsevier, vol. 7(3), pages 271-299, June.
    8. Diego Escobari & Mohammad Jafarinejad, 2019. "Investors’ Uncertainty and Stock Market Risk," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 20(3), pages 304-315, July.
    9. Tariq Aziz & Valeed Ahmad Ansari, 2021. "How Does Google Search Affect the Stock Market? Evidence from Indian Companies," Vision, , vol. 25(2), pages 224-232, June.
    10. Yeh, Yin-Hua & Lee, Tsun-Siou, 2000. "The interaction and volatility asymmetry of unexpected returns in the greater China stock markets," Global Finance Journal, Elsevier, vol. 11(1-2), pages 129-149.
    11. Pramod Kumar Naik & Puja Padhi, 2016. "Investor sentiment, stock market returns and volatility: evidence from National Stock Exchange of India," International Journal of Management Practice, Inderscience Enterprises Ltd, vol. 9(3), pages 213-237.
    12. Péter Hudomiet & Gábor Kézdi & Robert J. Willis, 2011. "Stock market crash and expectations of American households," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 393-415, April.
    13. Song, Ziyu & Gong, Xiaomin & Zhang, Cheng & Yu, Changrui, 2023. "Investor sentiment based on scaled PCA method: A powerful predictor of realized volatility in the Chinese stock market," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 528-545.
    14. P. K. Mishra & S. K. Mishra, 2020. "Corona Pandemic and Stock Market Behaviour: Empirical Insights from Selected Asian Countries," Millennial Asia, , vol. 11(3), pages 341-365, December.
    15. Waqar Ahmed, 2018. "Stock Market Return, Volatility and the role of Investor Sentiments (A Case Study on Pakistan Stock Exchange)," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 5(10), pages 07-16, October.
    16. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    17. Bissoondoyal-Bheenick, Emawtee & Do, Hung & Hu, Xiaolu & Zhong, Angel, 2022. "Sentiment and stock market connectedness: Evidence from the U.S. – China trade war," International Review of Financial Analysis, Elsevier, vol. 80(C).
    18. Divya Verma Gakhar & Shweta Kundlia, 2021. "Impact of sentiments on stock returns, volatility and liquidity," International Journal of Economic Policy in Emerging Economies, Inderscience Enterprises Ltd, vol. 14(5/6), pages 536-565.
    19. Haritha P H & Abdul Rishad, 2020. "An empirical examination of investor sentiment and stock market volatility: evidence from India," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-15, December.
    20. Azilawati Banchit & Sazali Abidin & Sophyafadeth Lim & Fareiny Morni, 2020. "Investor Sentiment, Portfolio Returns, and Macroeconomic Variables," JRFM, MDPI, vol. 13(11), pages 1-14, October.
    21. repec:eme:mfppss:v:34:y:2008:i:11:p:772-785 is not listed on IDEAS
    22. Berna Aydogan, 2017. "Sentiment dynamics and volatility of international stock markets," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 7(3), pages 407-419, December.
    23. Naga Pillada & Sangeetha Rangasamy, 2023. "An empirical investigation of investor sentiment and volatility of realty sector market in India: an application of the DCC–GARCH model," SN Business & Economics, Springer, vol. 3(2), pages 1-16, February.
    24. John Griffith & Mohammad Najand & Jiancheng Shen, 2020. "Emotions in the Stock Market," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(1), pages 42-56, January.
    25. Yu, Jianfeng & Yuan, Yu, 2011. "Investor sentiment and the mean-variance relation," Journal of Financial Economics, Elsevier, vol. 100(2), pages 367-381, May.
    26. Dimpfl Thomas & Kleiman Vladislav, 2019. "Investor Pessimism and the German Stock Market: Exploring Google Search Queries," German Economic Review, De Gruyter, vol. 20(1), pages 1-28, February.
    27. Shen, Junyan & Yu, Jianfeng & Zhao, Shen, 2017. "Investor sentiment and economic forces," Journal of Monetary Economics, Elsevier, vol. 86(C), pages 1-21.
    28. Mustafa Sayim & Hamid Rahman, 2015. "The relationship between individual investor sentiment, stock return and volatility," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 10(3), pages 504-520, July.
    29. Mehmet Balcilar & Rangan Gupta & Clement Kyei, 2018. "Predicting Stock Returns And Volatility With Investor Sentiment Indices: A Reconsideration Using A Nonparametric Causality†In†Quantiles Test," Bulletin of Economic Research, Wiley Blackwell, vol. 70(1), pages 74-87, January.
    30. Wafa Abdelmalek, 2021. "Investor sentiment, realized volatility and stock returns," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 14(5), pages 668-700, June.
    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. Seok, Sang Ik & Cho, Hoon & Ryu, Doojin, 2019. "Firm-specific investor sentiment and daily stock returns," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    2. Seok, Sangik & Cho, Hoon & Ryu, Doojin, 2024. "Dual effects of investor sentiment and uncertainty in financial markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 95(C), pages 300-315.
    3. Tihana Škrinjarić & Branka Marasović & Boško Šego, 2021. "Does the Croatian Stock Market Have Seasonal Affective Disorder?," JRFM, MDPI, vol. 14(2), pages 1-16, February.
    4. To Trung Thanh & Le Thanh Ha, 2025. "An application of a R2 dcomposed linkage method to explore a comtemporal and lead connectedness between investor sentiment and exchange rate dynamics in vietnam," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(1), pages 231-259, February.
    5. Mehmet Balcilar & Rangan Gupta & Clement Kyei, 2018. "Predicting Stock Returns And Volatility With Investor Sentiment Indices: A Reconsideration Using A Nonparametric Causality†In†Quantiles Test," Bulletin of Economic Research, Wiley Blackwell, vol. 70(1), pages 74-87, January.
    6. Aissia, Dorsaf Ben, 2016. "Home and foreign investor sentiment and the stock returns," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 71-77.
    7. Utku Uygur & Oktay Taş, 2014. "The impacts of investor sentiment on returns and conditional volatility of international stock markets," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(3), pages 1165-1179, May.
    8. Matteo Bonato & Oguzhan Cepni & Rangan Gupta & Christian Pierdzioch, 2024. "Business applications and state‐level stock market realized volatility: A forecasting experiment," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 43(2), pages 456-472, March.
    9. Mariem Talbi & Amel Ben Halima, 2019. "Global Contagion of Investor Sentiment during the US Subprime Crisis: The Case of the USA and the Region of Latin America," International Journal of Economics and Financial Issues, Econjournals, vol. 9(3), pages 163-174.
    10. Wang, Wenzhao & Su, Chen & Duxbury, Darren, 2022. "The conditional impact of investor sentiment in global stock markets: A two-channel examination," Journal of Banking & Finance, Elsevier, vol. 138(C).
    11. Nikos C. Papapostolou & Nikos K. Nomikos & Panos K. Pouliasis & Ioannis Kyriakou, 2014. "Investor Sentiment for Real Assets: The Case of Dry Bulk Shipping Market," Review of Finance, European Finance Association, vol. 18(4), pages 1507-1539.
    12. Fabian Irek & Thorsten Lehnert, 2013. "Do Fund Investors Know that Risk is Sometimes not Priced?," LSF Research Working Paper Series 13-1, Luxembourg School of Finance, University of Luxembourg.
    13. Gong, Xue & Zhang, Weiguo & Wang, Junbo & Wang, Chao, 2022. "Investor sentiment and stock volatility: New evidence," International Review of Financial Analysis, Elsevier, vol. 80(C).
    14. Yawen Hudson & Christopher J. Green, 2013. "Born in the USA? Contagious investor sentiment and UK equity returns," Discussion Paper Series 2013_13, Department of Economics, Loughborough University, revised Nov 2013.
    15. Li, Jinfang, 2019. "Sentiment trading, informed trading and dynamic asset pricing," The North American Journal of Economics and Finance, Elsevier, vol. 47(C), pages 210-222.
    16. Tiwari, Aviral Kumar & Abakah, Emmanuel Joel Aikins & Bonsu, Christiana Osei & Karikari, Nana Kwasi & Hammoudeh, Shawkat, 2022. "The effects of public sentiments and feelings on stock market behavior: Evidence from Australia," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 443-472.
    17. Fabian Irek & Thorsten Lehnert, 2013. "Do Fund Investors Know that Risk is Sometimes not Priced?," DEM Discussion Paper Series 13-1, Department of Economics at the University of Luxembourg.
    18. Yousaf, Imran & Youssef, Manel & Goodell, John W., 2022. "Quantile connectedness between sentiment and financial markets: Evidence from the S&P 500 twitter sentiment index," International Review of Financial Analysis, Elsevier, vol. 83(C).
    19. Li, Jinfang, 2014. "Multi-period sentiment asset pricing model with information," International Review of Economics & Finance, Elsevier, vol. 34(C), pages 118-130.
    20. Jiang, Shangwei & Jin, Xiu, 2021. "Effects of investor sentiment on stock return volatility: A spatio-temporal dynamic panel model," Economic Modelling, Elsevier, vol. 97(C), pages 298-306.

    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:kap:apfinm:v:32:y:2025:i:1:d:10.1007_s10690-024-09449-8. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.