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The impact of unpredictable resource prices and equity volatility in advanced and emerging economies: An econometric and machine learning approach

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  • Kolte, Ashutosh
  • Roy, Jewel Kumar
  • Vasa, László

Abstract

Global stock markets are incredibly unpredictable. Resource prices have a significant market impact on varying securities. With the use of cutting-edge technology like artificial intelligence, analysts and researchers are employing various machine learning techniques and econometrics methodologies to anticipate stock price trends in order to better comprehend stock market volatility. Volatility is the degree of variation in a time sequence of market rates. Stock market equity returns depend on the business output where the investor has trust in high and low equity. This research explores the interaction between industrialized and developing economies' market volatility relationships between 2000 and 2020 as well as the aforementioned impacts taking place on developing financial prudence worldwide. The aim of the study is to integrate an appropriate GARCH framework to estimate the uncertainty dependent on market conditions in the European Union, the Pacific, South America, Latin America, East Asia, West Asia and South Asia stock return indices. The Generalized Auto-Regressive Conditional Heteroscedasticity method is used for analyzing the effect of updates from the USA that influences the returns of S&P 500 globally as well as European Union, Pacific, South American, Latin American, East Asian, West Asian and South Asian indices returns. For capital markets of the world, there is a significant gap in equity return uncertainty. Such results have major effects on investors looking to diversify their portfolios. For international and domestic institutional shareholders, this paper is significant. The impact of international institutional investors' investments and effects of the growth of the equity market return may be omitted as the analysis is restricted exclusively to the European Union, the Pacific, South America, Latin America, East Asia, West Asia, and South Asia.

Suggested Citation

  • Kolte, Ashutosh & Roy, Jewel Kumar & Vasa, László, 2023. "The impact of unpredictable resource prices and equity volatility in advanced and emerging economies: An econometric and machine learning approach," Resources Policy, Elsevier, vol. 80(C).
    • Handle: RePEc:eee:jrpoli:v:80:y:2023:i:c:s0301420722006596
    DOI: 10.1016/j.resourpol.2022.103216
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    1. Pindyck, Robert S, 1984. "Risk, Inflation, and the Stock Market," American Economic Review, American Economic Association, vol. 74(3), pages 335-351, June.
    2. Baillie, Richard T. & DeGennaro, Ramon P., 1990. "Stock Returns and Volatility," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(2), pages 203-214, June.
    3. Arif, Asma & Minh Vu, Hieu & Cong, Ma & Hon Wei, Leow & Islam, Md. Monirul & Niedbała, Gniewko, 2022. "Natural resources commodity prices volatility and economic performance: Evaluating the role of green finance," Resources Policy, Elsevier, vol. 76(C).
    4. Cheung, Yin-Wong & Ng, Lilian K, 1992. "Stock Price Dynamics and Firm Size: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 47(5), pages 1985-1997, December.
    5. Mukherjee, Kedar nath & Mishra, Ram Kumar, 2010. "Stock market integration and volatility spillover: India and its major Asian counterparts," Research in International Business and Finance, Elsevier, vol. 24(2), pages 235-251, June.
    6. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    7. Shveta Singh & Anita Makkar, 2014. "Relationship Between Crisis and Stock Volatility: Evidence from Indian Banking Sector," The IUP Journal of Applied Finance, IUP Publications, vol. 20(2), pages 75-83, April.
    8. Schwert, G William, 1990. "Stock Volatility and the Crash of '87," Review of Financial Studies, Society for Financial Studies, vol. 3(1), pages 77-102.
    9. Roni Bhowmik & Wu Chao & Wang Shouyang & Jewel Roy Kumar, 2017. "A Study on the Volatility of the Bangladesh Stock Market — Based on GARCH Type Models," Journal of Systems Science and Information, De Gruyter, vol. 5(3), pages 193-215, June.
    10. Yun Wang & Abeyratna Gunasekarage & David M. Power, 2005. "Return and Volatility Spillovers from Developed to Emerging Capital Markets: The Case of South Asia," Contemporary Studies in Economic and Financial Analysis, in: Asia Pacific Financial Markets in Comparative Perspective: Issues and Implications for the 21st Century, pages 139-166, Emerald Group Publishing Limited.
    11. Engle, Robert F. & Mustafa, Chowdhury, 1992. "Implied ARCH models from options prices," Journal of Econometrics, Elsevier, vol. 52(1-2), pages 289-311.
    12. Yaya, OlaOluwa S. & Ogbonna, Ahamuefula E. & Vo, Xuan Vinh, 2022. "Oil shocks and volatility of green investments: GARCH-MIDAS analyses," Resources Policy, Elsevier, vol. 78(C).
    13. Sasikanta Tripathy & Abdul Rahman, 2013. "Forecasting Daily Stock Volatility Using GARCH Model: A Comparison Between BSE and SSE," The IUP Journal of Applied Finance, IUP Publications, vol. 19(4), pages 71-83, October.
    14. Babikir, Ali & Gupta, Rangan & Mwabutwa, Chance & Owusu-Sekyere, Emmanuel, 2012. "Structural breaks and GARCH models of stock return volatility: The case of South Africa," Economic Modelling, Elsevier, vol. 29(6), pages 2435-2443.
    15. Owusu Junior, Peterson & Tiwari, Aviral Kumar & Tweneboah, George & Asafo-Adjei, Emmanuel, 2022. "GAS and GARCH based value-at-risk modeling of precious metals," Resources Policy, Elsevier, vol. 75(C).
    16. I.-Yuan Chuang & Jin-Ray Lu & Pei-Hsuan Lee, 2007. "Forecasting volatility in the financial markets: a comparison of alternative distributional assumptions," Applied Financial Economics, Taylor & Francis Journals, vol. 17(13), pages 1051-1060.
    17. Zhou, Xiangyi & Zhang, Weijin & Zhang, Jie, 2012. "Volatility spillovers between the Chinese and world equity markets," Pacific-Basin Finance Journal, Elsevier, vol. 20(2), pages 247-270.
    18. Raman Preet Singh & Nawal Kishor, 2014. "Co-Integration of Gold Price Movement with Nifty Indices: A Study in Indian Context," Transnational Corporations Review, Ottawa United Learning Academy, vol. 6(1), pages 42-57, March.
    19. Arshanapalli, Bala & Doukas, John & Lang, Larry H. P., 1995. "Pre and post-October 1987 stock market linkages between U.S. and Asian markets," Pacific-Basin Finance Journal, Elsevier, vol. 3(1), pages 57-73, May.
    20. Malkiel, Burton G, 1979. "The Capital Formation Problem in the United States," Journal of Finance, American Finance Association, vol. 34(2), pages 291-306, May.
    21. Darya Lapitskaya & Hakan Eratalay & Rajesh Sharma, 2022. "Predicting Stock Returns: ARMAX versus Machine Learning," Contributions to Economics, in: M. Kenan Terzioğlu (ed.), Advances in Econometrics, Operational Research, Data Science and Actuarial Studies, pages 453-464, Springer.
    22. Kumar, Rajiv & Vashisht, Pankaj, 2009. "The Global Economic Crisis: Impact on India and Policy Responses," ADBI Working Papers 164, Asian Development Bank Institute.
    23. Hilliard, Jimmy E, 1979. "The Relationship between Equity Indices on World Exchanges," Journal of Finance, American Finance Association, vol. 34(1), pages 103-114, March.
    24. French, Kenneth R. & Schwert, G. William & Stambaugh, Robert F., 1987. "Expected stock returns and volatility," Journal of Financial Economics, Elsevier, vol. 19(1), pages 3-29, September.
    25. Diamandis, Panayiotis F. & Drakos, Anastassios A. & Kouretas, Georgios P. & Zarangas, Leonidas, 2011. "Value-at-risk for long and short trading positions: Evidence from developed and emerging equity markets," International Review of Financial Analysis, Elsevier, vol. 20(3), pages 165-176, June.
    26. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    27. Li, Qi & Yang, Jian & Hsiao, Cheng & Chang, Young-Jae, 2005. "The relationship between stock returns and volatility in international stock markets," Journal of Empirical Finance, Elsevier, vol. 12(5), pages 650-665, December.
    28. Yu, Jung-Suk & Hassan, M. Kabir, 2008. "Global and regional integration of the Middle East and North African (MENA) stock markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 48(3), pages 482-504, August.
    29. Malik, Farooq & Hammoudeh, Shawkat, 2007. "Shock and volatility transmission in the oil, US and Gulf equity markets," International Review of Economics & Finance, Elsevier, vol. 16(3), pages 357-368.
    30. Ramaprasad Bhar & Biljana Nikolova, 2009. "Oil Prices and Equity Returns in the BRIC Countries," The World Economy, Wiley Blackwell, vol. 32(7), pages 1036-1054, July.
    31. Choudhry, Taufiq, 1996. "Stock market volatility and the crash of 1987: evidence from six emerging markets," Journal of International Money and Finance, Elsevier, vol. 15(6), pages 969-981, December.
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    More about this item

    Keywords

    Artificial intelligence; GARCH; Financial markets; Machine learning; Volatility; Stock market return; Inter linkages;
    All these keywords.

    JEL classification:

    • B23 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - Econometrics; Quantitative and Mathematical Studies
    • C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
    • C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • D25 - Microeconomics - - Production and Organizations - - - Intertemporal Firm Choice: Investment, Capacity, and Financing
    • H54 - Public Economics - - National Government Expenditures and Related Policies - - - Infrastructures

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