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Demystifying the dynamic relationship between news sentiment index and ESG stocks: Evidence from time-frequency wavelet analysis

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  • Yousaf, Imran
  • Bejaoui, Azza
  • Ali, Shoaib
  • Li, Yanshuang

Abstract

Using the Time-Frequency Wavelet Analysis, this study investigates the dynamic connectedness between the News Sentiment Index (NSI) and ESG leader indices of developed countries. The empirical findings clearly show nontrivial dynamic comovements between NSI and the ESG indices and the existence of the ESG market volatility in different frequency scales. We also report some discrepancies in cross-linkage patterns among different countries. In particular, such associations for some countries (e.g., Australia and the United Kingdom) are negative, with the leading role of the ESG index against market risk due to high fluctuations in sentiments. These findings suggest that ESG stocks possess potential hedging and diversifying features and safe-haven attributes against market risk driven by negative sentiment during the outbreak of Black Swan events. Our empirical results have insightful implications for investors, portfolio managers, and policymakers.

Suggested Citation

  • Yousaf, Imran & Bejaoui, Azza & Ali, Shoaib & Li, Yanshuang, 2024. "Demystifying the dynamic relationship between news sentiment index and ESG stocks: Evidence from time-frequency wavelet analysis," International Review of Financial Analysis, Elsevier, vol. 96(PB).
    • Handle: RePEc:eee:finana:v:96:y:2024:i:pb:s1057521924006306
    DOI: 10.1016/j.irfa.2024.103698
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    1. Calvet, Laurent E. & Fisher, Adlai J., 2007. "Multifrequency news and stock returns," Journal of Financial Economics, Elsevier, vol. 86(1), pages 178-212, October.
    2. Buerhan Saiti & Obiyathulla Ismath Bacha & Mansur Masih, 2016. "Testing the Conventional and Islamic Financial Market Contagion: Evidence from Wavelet Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 52(8), pages 1832-1849, August.
    3. Costola, Michele & Hinz, Oliver & Nofer, Michael & Pelizzon, Loriana, 2023. "Machine learning sentiment analysis, COVID-19 news and stock market reactions," Research in International Business and Finance, Elsevier, vol. 64(C).
    4. Jozef Baruník & Tomáš Křehlík, 2018. "Measuring the Frequency Dynamics of Financial Connectedness and Systemic Risk," Journal of Financial Econometrics, Oxford University Press, vol. 16(2), pages 271-296.
    5. Kılıç, Yunus & Destek, Mehmet Akif & Cevik, Emrah Ismail & Bugan, Mehmet Fatih & Korkmaz, Oya & Dibooglu, Sel, 2022. "Return and Risk Spillovers between ESG Global Index and Stock Markets: Evidence from Time and Frequency Analysis," MPRA Paper 117557, University Library of Munich, Germany.
    6. 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).
    7. Beomseok Seo & Younghwan Lee & Hyungbae Cho, 2024. "Measuring News Sentiment of Korea Using Transformer," Korean Economic Review, Korean Economic Association, vol. 40, pages 149-176.
    8. Shefrin, Hersh, 2008. "A Behavioral Approach to Asset Pricing," Elsevier Monographs, Elsevier, edition 2, number 9780123743565.
    9. Kozak, Serhiy & Nagel, Stefan & Santosh, Shrihari, 2020. "Shrinking the cross-section," Journal of Financial Economics, Elsevier, vol. 135(2), pages 271-292.
    10. 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.
    11. Dhasmana, Samriddhi & Ghosh, Sajal & Kanjilal, Kakali, 2023. "Does investor sentiment influence ESG stock performance? Evidence from India," Journal of Behavioral and Experimental Finance, Elsevier, vol. 37(C).
    12. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    13. Al-Yahyaee, Khamis Hamed & Rehman, Mobeen Ur & Mensi, Walid & Al-Jarrah, Idries Mohammad Wanas, 2019. "Can uncertainty indices predict Bitcoin prices? A revisited analysis using partial and multivariate wavelet approaches," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 47-56.
    14. Piñeiro-Chousa, Juan & López-Cabarcos, M.Ángeles & Caby, Jérôme & Šević, Aleksandar, 2021. "The influence of investor sentiment on the green bond market," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    15. Leite, Brian J. & Uysal, Vahap B., 2023. "Does ESG matter to investors? ESG scores and the stock price response to new information," Global Finance Journal, Elsevier, vol. 57(C).
    16. Shapiro, Adam Hale & Sudhof, Moritz & Wilson, Daniel J., 2022. "Measuring news sentiment," Journal of Econometrics, Elsevier, vol. 228(2), pages 221-243.
    17. 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.
    18. Ilze Zumente & Jūlija Bistrova, 2021. "Do Baltic investors care about environmental, social and governance (ESG)?," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(4), pages 349-362, June.
    19. Calomiris, Charles W. & Mamaysky, Harry, 2019. "How news and its context drive risk and returns around the world," Journal of Financial Economics, Elsevier, vol. 133(2), pages 299-336.
    20. Shoaib Ali & Imran Yousaf & Zaghum Umar, 2022. "Infectious disease (COVID-19)-related uncertainty and the safe-haven features of bonds markets," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 15(4), pages 477-487, February.
    21. Aloui, Chaker & Hammoudeh, Shawkat & Hamida, Hela Ben, 2015. "Co-movement between sharia stocks and sukuk in the GCC markets: A time-frequency analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 69-79.
    22. Ferriani, Fabrizio, 2023. "Issuing bonds during the Covid-19 pandemic: Was there an ESG premium?," International Review of Financial Analysis, Elsevier, vol. 88(C).
    23. Ko, Jun-Hyung & Lee, Chang-Min, 2015. "International economic policy uncertainty and stock prices: Wavelet approach," Economics Letters, Elsevier, vol. 134(C), pages 118-122.
    24. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    25. Xu, Nana & Chen, Jiaqi & Zhou, Fangzhao & Dong, Qing & He, Zhifang, 2023. "Corporate ESG and resilience of stock prices in the context of the COVID-19 pandemic in China," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    26. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    27. Zhengke Ye & Chunyan Hu & Linjie He & Guangda Ouyang & Fenghua Wen, 2020. "The Dynamic Time-frequency Relationship between International Oil Prices and Investor Sentiment in China: A Wavelet Coherence Analysis," The Energy Journal, , vol. 41(5), pages 251-270, September.
    28. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    29. Ford, Jansson M. & Gehricke, Sebastian A. & Zhang, Jin E., 2022. "Option traders are concerned about climate risks: ESG ratings and short-term sentiment," Journal of Behavioral and Experimental Finance, Elsevier, vol. 35(C).
    30. Shleifer, Andrei, 2000. "Inefficient Markets: An Introduction to Behavioral Finance," OUP Catalogue, Oxford University Press, number 9780198292272.
    31. Yu, Haixu & Liang, Chuanyu & Liu, Zhaohua & Wang, He, 2023. "News-based ESG sentiment and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 88(C).
    32. Dash, Saumya Ranjan & Maitra, Debasish, 2019. "The relationship between emerging and developed market sentiment: A wavelet-based time-frequency analysis," Journal of Behavioral and Experimental Finance, Elsevier, vol. 22(C), pages 135-150.
    33. Jin, Yuqian & Liu, Qingfu & Tse, Yiuman & Zheng, Kaixin, 2023. "Hedging Covid-19 risk with ESG disclosure," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 27-46.
    34. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    35. Erhemjamts, Otgontsetseg & Huang, Kershen & Tehranian, Hassan, 2024. "Climate risk, ESG performance, and ESG sentiment in US commercial banks," Global Finance Journal, Elsevier, vol. 59(C).
    36. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    37. Juan Piñeiro-Chousa & M.Ángeles López-Cabarcos & Jérôme Caby & Aleksandar Šević, 2021. "The influence of investor sentiment on the green bond market," Post-Print hal-02960892, HAL.
    38. Zhengke Ye, Chunyan Hu, Linjie He, Guangda Ouyang, and Fenghua Wen, 2020. "The Dynamic Time-frequency Relationship between International Oil Prices and Investor Sentiment in China: A Wavelet Coherence Analysis," The Energy Journal, International Association for Energy Economics, vol. 0(Number 5), pages 251-270.
    39. Shoaib Ali & Imran Yousaf & Xuan Vinh Vo, 2023. "Comovements and hedging effectiveness between conventional and Islamic cryptocurrencies: evidence from the COVID-19 pandemic," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 19(12), pages 4383-4408, March.
    40. Wang, Hu & Shen, Hong & Li, Shouwei, 2023. "ESG performance and stock price fragility," Finance Research Letters, Elsevier, vol. 56(C).
    41. Narinder Pal Singh & Priya Makhija & Elizabeth Chacko, 2021. "Sustainable investment and the COVID-19 effect - volatility analysis of ESG index," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 13(4), pages 357-368.
    42. Wang, Yi & Ali, Shoaib & Ayaz, Muhammad, 2024. "Equity markets and ESG dynamics: Assessing spillovers and portfolio strategies through time-varying parameters," Energy Economics, Elsevier, vol. 134(C).
    43. Zhang, Si Ying, 2022. "Are investors sensitive to climate-related transition and physical risks? Evidence from global stock markets," Research in International Business and Finance, Elsevier, vol. 62(C).
    44. Umar, Zaghum & Bossman, Ahmed & Choi, Sun-Yong & Vo, Xuan Vinh, 2023. "Are short stocks susceptible to geopolitical shocks? Time-Frequency evidence from the Russian-Ukrainian conflict," Finance Research Letters, Elsevier, vol. 52(C).
    45. Kingstone Nyakurukwa & Yudhvir Seetharam, 2023. "Investor reaction to ESG news sentiment: evidence from South Africa," EconomiA, Emerald Group Publishing Limited, vol. 24(1), pages 68-85, March.
    46. Li, Hao & Zhang, Xuan & Zhao, Yang, 2022. "ESG and Firm's Default Risk," Finance Research Letters, Elsevier, vol. 47(PB).
    47. Giovanni Barone-Adesi & Loriano Mancini & Hersh Shefrin, 2012. "Sentiment, Risk Aversion, and Time Preference," Swiss Finance Institute Research Paper Series 12-21, Swiss Finance Institute.
    48. Obaid, Khaled & Pukthuanthong, Kuntara, 2022. "A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from news," Journal of Financial Economics, Elsevier, vol. 144(1), pages 273-297.
    49. Naeem, Muhammad Abubakr & Yousaf, Imran & Karim, Sitara & Tiwari, Aviral Kumar & Farid, Saqib, 2023. "Comparing asymmetric price efficiency in regional ESG markets before and during COVID-19," Economic Modelling, Elsevier, vol. 118(C).
    50. Chung, San-Lin & Hung, Chi-Hsiou & Yeh, Chung-Ying, 2012. "When does investor sentiment predict stock returns?," Journal of Empirical Finance, Elsevier, vol. 19(2), pages 217-240.
    51. Yu, Jianfeng & Yuan, Yu, 2011. "Investor sentiment and the mean-variance relation," Journal of Financial Economics, Elsevier, vol. 100(2), pages 367-381, May.
    52. Aviral Tiwari & Niyati Bhanja & Arif Dar & Faridul Islam, 2015. "Time–frequency relationship between share prices and exchange rates in India: Evidence from continuous wavelets," Empirical Economics, Springer, vol. 48(2), pages 699-714, March.
    53. Gao, Yang & Li, Yangyang & Zhao, Chengjie & Wang, Yaojun, 2022. "Risk spillover analysis across worldwide ESG stock markets: New evidence from the frequency-domain," The North American Journal of Economics and Finance, Elsevier, vol. 59(C).
    54. Cássio Zanatto & Margarida Catalão‐Lopes & Joaquim P. Pina & Inês Carrilho‐Nunes, 2023. "The impact of ESG news on the volatility of the Portuguese stock market—Does it change during recessions?," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5821-5832, December.
    55. Stefano Piserà & Helen Chiappini, 2022. "Are ESG indexes a safe-haven or hedging asset? Evidence from the COVID-19 pandemic in China," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 19(1), pages 56-75, May.
    56. Chen, Hong-Yi & Yang, Sharon S., 2020. "Do Investors exaggerate corporate ESG information? Evidence of the ESG momentum effect in the Taiwanese market," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
    57. Tolga Cenesizoglu, 2015. "The Reaction of Stock Returns to News About Fundamentals," Management Science, INFORMS, vol. 61(5), pages 1072-1093, May.
    58. Roy, Archi & Soni, Anchal & Deb, Soudeep, 2023. "A wavelet-based methodology to compare the impact of pandemic versus Russia–Ukraine conflict on crude oil sector and its interconnectedness with other energy and non-energy markets," Energy Economics, Elsevier, vol. 124(C).
    59. Cepni, Oguzhan & Demirer, Riza & Pham, Linh & Rognone, Lavinia, 2023. "Climate uncertainty and information transmissions across the conventional and ESG assets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
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    More about this item

    Keywords

    News sentiment index; ESG stocks; Wavelet coherence; Lead-lag relationships; Hedging;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G40 - Financial Economics - - Behavioral Finance - - - General

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