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Time‐frequency dynamics between fear connectedness of stocks and alternative assets

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  • Muhammad Abubakr Naeem
  • Mudassar Hasan
  • Abraham Agyemang
  • Md Iftekhar Hasan Chowdhury
  • Faruk Balli

Abstract

We examine linkages between the time‐frequency dynamics of fear (VIX) connectedness across global stock markets and alternative asset markets. To this end, we utilize Diebold and Yilmaz, International Journal of Forecasting, 2012, 28, 57–66; Diebold and Yilmaz, Journal of Econometrics, 2014, 182, 119–134; and Baruník and Křehlík, Journal of Financial Econometrics, 2018, 16, 271–296 connectedness methods to measure the total, short‐, medium‐ and long‐term connectedness. We subsequently use the rolling‐window wavelet correlation framework of Polanco‐Martínez et al. Physica A: Statistical Mechanics and Its Applications, 2018, 490, 1211–1227 to investigate the dynamic relationship structure among global equity market fear and fear in alternative asset markets, namely oil (OVX), gold (GVZ), currency (EVZ), and bond (TYNVI). We find that OVX drives the underlying VIX connectedness of the global equity markets during stress periods. The results also suggest the prospects of a reverse hedge that is driven by GVZ when the demand for gold intensifies. Furthermore, there are structural shifts in EVZ following Brexit, highlighting a negative relationship with the VIX connectedness. Finally, we find that the VIX connectedness typically moves in the opposite direction to the TYNVI. These results are insightful in realizing vulnerable stock markets' behaviour and explaining investors' sentiments and their shifts over time in asset allocations.

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  • Muhammad Abubakr Naeem & Mudassar Hasan & Abraham Agyemang & Md Iftekhar Hasan Chowdhury & Faruk Balli, 2023. "Time‐frequency dynamics between fear connectedness of stocks and alternative assets," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(2), pages 2188-2201, April.
    • Handle: RePEc:wly:ijfiec:v:28:y:2023:i:2:p:2188-2201
    DOI: 10.1002/ijfe.2532
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    as
    1. Dilip B. Madan & Peter P. Carr & Eric C. Chang, 1998. "The Variance Gamma Process and Option Pricing," Review of Finance, European Finance Association, vol. 2(1), pages 79-105.
    2. Reboredo, Juan C., 2013. "Is gold a safe haven or a hedge for the US dollar? Implications for risk management," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2665-2676.
    3. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    4. Faruk Balli & Anne de Bruin & Md Iftekhar Hasan Chowdhury & Muhammad Abubakr Naeem, 2020. "Connectedness of cryptocurrencies and prevailing uncertainties," Applied Economics Letters, Taylor & Francis Journals, vol. 27(16), pages 1316-1322, September.
    5. Tsai, I-C., 2014. "Spillover of fear: Evidence from the stock markets of five developed countries," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 281-288.
    6. Tiwari, Aviral Kumar & Mutascu, Mihai Ioan & Albulescu, Claudiu Tiberiu, 2016. "Continuous wavelet transform and rolling correlation of European stock markets," International Review of Economics & Finance, Elsevier, vol. 42(C), pages 237-256.
    7. Baur, Dirk G. & McDermott, Thomas K., 2010. "Is gold a safe haven? International evidence," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1886-1898, August.
    8. Cogley, Timothy, 2001. "A Frequency Decomposition of Approximation Errors in Stochastic Discount Factor Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(2), pages 473-503, May.
    9. Teng-Ching Huang & Kuei-Yuan Wang, 2017. "Investors’ Fear and Herding Behavior: Evidence from the Taiwan Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(10), pages 2259-2278, October.
    10. Dirk G. Baur & Brian M. Lucey, 2010. "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold," The Financial Review, Eastern Finance Association, vol. 45(2), pages 217-229, May.
    11. Muller, Ulrich A. & Dacorogna, Michel M. & Dave, Rakhal D. & Olsen, Richard B. & Pictet, Olivier V. & von Weizsacker, Jacob E., 1997. "Volatilities of different time resolutions -- Analyzing the dynamics of market components," Journal of Empirical Finance, Elsevier, vol. 4(2-3), pages 213-239, June.
    12. Raza, Hamid & Wu, Weiou, 2018. "Quantile dependence between the stock, bond and foreign exchange markets – Evidence from the UK," The Quarterly Review of Economics and Finance, Elsevier, vol. 69(C), pages 286-296.
    13. Lin, Fu-Lai & Yang, Sheng-Yung & Marsh, Terry & Chen, Yu-Fen, 2018. "Stock and bond return relations and stock market uncertainty: Evidence from wavelet analysis," International Review of Economics & Finance, Elsevier, vol. 55(C), pages 285-294.
    14. Kamara, A., 1988. "Trading Structures And Asset Pricing: Evidence From The Treasury Bill Markets," Papers 169, Columbia - Center for Futures Markets.
    15. Ngene, Geoffrey & Post, Jordin A. & Mungai, Ann N., 2018. "Volatility and shock interactions and risk management implications: Evidence from the U.S. and frontier markets," Emerging Markets Review, Elsevier, vol. 37(C), pages 181-198.
    16. Bekaert, Geert & Mehl, Arnaud, 2019. "On the global financial market integration “swoosh” and the trilemma," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 227-245.
    17. Yudong Wang & Zhiyuan Pan & Chongfeng Wu, 2018. "Volatility spillover from the US to international stock markets: A heterogeneous volatility spillover GARCH model," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 37(3), pages 385-400, April.
    18. Simon, David P., 1989. "Expectations and Risk in the Treasury Bill Market: An Instrumental Variables Approach," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 24(3), pages 357-365, September.
    19. Abid, Fathi & Kaffel, Bilel, 2018. "Time–frequency wavelet analysis of the interrelationship between the global macro assets and the fear indexes," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 490(C), pages 1028-1045.
    20. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    21. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    22. Smales, Lee A., 2014. "News sentiment and the investor fear gauge," Finance Research Letters, Elsevier, vol. 11(2), pages 122-130.
    23. Geert Bekaert & Campbell R. Harvey & Christian T. Lundblad & Stephan Siegel, 2017. "Economic and Financial Integration in Europe," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 15(01), pages 36-42, April.
    24. Jozef Barunik & Mattia Bevilacqua & Radu Tunaru, 2022. "Asymmetric Network Connectedness of Fears," The Review of Economics and Statistics, MIT Press, vol. 104(6), pages 1304-1316, November.
    25. Simon, David P., 1994. "Further evidence on segmentation in the treasury bill market," Journal of Banking & Finance, Elsevier, vol. 18(1), pages 139-151, January.
    26. Ji, Qiang & Liu, Bing-Yue & Zhao, Wan-Li & Fan, Ying, 2020. "Modelling dynamic dependence and risk spillover between all oil price shocks and stock market returns in the BRICS," International Review of Financial Analysis, Elsevier, vol. 68(C).
    27. Hussain Shahzad, Syed Jawad & Bouri, Elie & Roubaud, David & Kristoufek, Ladislav, 2020. "Safe haven, hedge and diversification for G7 stock markets: Gold versus bitcoin," Economic Modelling, Elsevier, vol. 87(C), pages 212-224.
    28. Bouri, Elie & Gupta, Rangan & Hosseini, Seyedmehdi & Lau, Chi Keung Marco, 2018. "Does global fear predict fear in BRICS stock markets? Evidence from a Bayesian Graphical Structural VAR model," Emerging Markets Review, Elsevier, vol. 34(C), pages 124-142.
    29. Moore, Tomoe & Wang, Ping, 2014. "Dynamic linkage between real exchange rates and stock prices: Evidence from developed and emerging Asian markets," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 1-11.
    30. Ji, Qiang & Bouri, Elie & Roubaud, David, 2018. "Dynamic network of implied volatility transmission among US equities, strategic commodities, and BRICS equities," International Review of Financial Analysis, Elsevier, vol. 57(C), pages 1-12.
    31. BenSaïda, Ahmed & Litimi, Houda & Abdallah, Oussama, 2018. "Volatility spillover shifts in global financial markets," Economic Modelling, Elsevier, vol. 73(C), pages 343-353.
    32. Geert Bekaert & Campbell R. Harvey & Christian T. Lundblad & Stephan Siegel, 2017. "Economic and Financial Integration in Europe," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 15(1), pages 36-42, 04.
    33. 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.
    34. Siriopoulos, Costas & Fassas, Athanasios, 2012. "An investor sentiment barometer — Greek Implied Volatility Index (GRIV)," Global Finance Journal, Elsevier, vol. 23(2), pages 77-93.
    35. Elie Bouri & Donald Lien & David Roubaud & Syed Jawad Hussain Shahzad, 2018. "Fear Linkages Between the US and BRICS Stock Markets: A Frequency-Domain Causality," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 25(3), pages 441-454, September.
    36. Lu Fang & David A. Bessler, 2018. "Is it China that leads the Asian stock market contagion in 2015?," Applied Economics Letters, Taylor & Francis Journals, vol. 25(11), pages 752-757, June.
    37. Benhmad, François, 2013. "Bull or bear markets: A wavelet dynamic correlation perspective," Economic Modelling, Elsevier, vol. 32(C), pages 576-591.
    38. repec:ces:ifodic:v:15:y:2017:i:1:p:19307498 is not listed on IDEAS
    39. Psaradellis, Ioannis & Sermpinis, Georgios, 2016. "Modelling and trading the U.S. implied volatility indices. Evidence from the VIX, VXN and VXD indices," International Journal of Forecasting, Elsevier, vol. 32(4), pages 1268-1283.
    40. Ihsan U. Badshah, 2018. "Volatility Spillover from the Fear Index to Developed and Emerging Markets," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(1), pages 27-40, January.
    41. Gençay, Ramazan & Gençay, Ramazan & Selçuk, Faruk & Whitcher, Brandon J., 2001. "An Introduction to Wavelets and Other Filtering Methods in Finance and Economics," Elsevier Monographs, Elsevier, edition 1, number 9780122796708.
    42. Hui-Chu Shu & Jung-Hsien Chang, 2019. "Spillovers of volatility index: evidence from U.S., European, and Asian stock markets," Applied Economics, Taylor & Francis Journals, vol. 51(19), pages 2070-2083, April.
    43. Ramazan Gencay & Nikola Gradojevic & Faruk Selcuk & Brandon Whitcher, 2010. "Asymmetry of information flow between volatilities across time scales," Quantitative Finance, Taylor & Francis Journals, vol. 10(8), pages 895-915.
    44. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    45. Bouri, Elie & Lucey, Brian & Roubaud, David, 2020. "Dynamics and determinants of spillovers across the option-implied volatilities of US equities," The Quarterly Review of Economics and Finance, Elsevier, vol. 75(C), pages 257-264.
    46. L.A. Smales, 2017. "The importance of fear: investor sentiment and stock market returns," Applied Economics, Taylor & Francis Journals, vol. 49(34), pages 3395-3421, July.
    47. Bredin, Don & Conlon, Thomas & Potì, Valerio, 2017. "The price of shelter - Downside risk reduction with precious metals," International Review of Financial Analysis, Elsevier, vol. 49(C), pages 48-58.
    48. Dean, Warren G. & Faff, Robert W. & Loudon, Geoffrey F., 2010. "Asymmetry in return and volatility spillover between equity and bond markets in Australia," Pacific-Basin Finance Journal, Elsevier, vol. 18(3), pages 272-289, June.
    49. Liu, Ming-Lei & Ji, Qiang & Fan, Ying, 2013. "How does oil market uncertainty interact with other markets? An empirical analysis of implied volatility index," Energy, Elsevier, vol. 55(C), pages 860-868.
    50. Avraham Kamara, 1988. "Market Trading Structures and Asset Pricing: Evidence from the Treasury- Bill Markets," Review of Financial Studies, Society for Financial Studies, vol. 1(4), pages 357-375.
    51. Thomas Conlon & Brian M. Lucey & Gazi Salah Uddin, 2018. "Is gold a hedge against inflation? A wavelet time-scale perspective," Review of Quantitative Finance and Accounting, Springer, vol. 51(2), pages 317-345, August.
    52. Chao Liang & Yu Wei & Yaojie Zhang, 2020. "Is implied volatility more informative for forecasting realized volatility: An international perspective," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 39(8), pages 1253-1276, December.
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