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Time-varying causality among whisky, wine, and equity markets

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  • Fromentin, Vincent
  • Pecchioli, Bruno
  • Moroz, David

Abstract

Whisky has entered the category of alternative investment assets, with particularly attractive returns on certain bottles. The literature has shown the diversification benefits of investing in collectible assets, such as fine wine, but analyses dedicated to whisky investment remain scarce. Using different causality tests – parametric, non-parametric, and time-varying – applied to whisky, wine, and the MSCI World indices, we analyze the connection/disconnection between rare whisky, fine wine, and financial markets over a 13-Year period, from January 2010 to January 2023, in weekly frequency. Our results show that whisky and wine respectively provide attractive diversification opportunities when combined with stocks, except during “hectic” periods. Conversely, the combination of whisky and wine appears to be riskier in terms of portfolio diversification, especially since the COVID-19 pandemic.

Suggested Citation

  • Fromentin, Vincent & Pecchioli, Bruno & Moroz, David, 2024. "Time-varying causality among whisky, wine, and equity markets," Finance Research Letters, Elsevier, vol. 63(C).
    • Handle: RePEc:eee:finlet:v:63:y:2024:i:c:s1544612324003751
    DOI: 10.1016/j.frl.2024.105345
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    1. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Historical Episodes Of Exuberance And Collapse In The S&P 500," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(4), pages 1043-1078, November.
    2. Masset, Philippe & Henderson, Caroline, 2010. "Wine as an Alternative Asset Class," Journal of Wine Economics, Cambridge University Press, vol. 5(1), pages 87-118, April.
    3. Dobrynskaya, Victoria & Kishilova, Julia, 2022. "Lego: The Toy Of Smart Investors," Research in International Business and Finance, Elsevier, vol. 59(C).
    4. Masset, Philippe & Weisskopf, Jean-Philippe & Cardebat, Jean-Marie & Faye, Benoît & Le Fur, Eric, 2021. "Analyzing the risks of an illiquid and global asset: The case of fine wine," The Quarterly Review of Economics and Finance, Elsevier, vol. 82(C), pages 1-25.
    5. Lennon, Conor & Shohfi, Tom, 2021. "Unbridled spirit: Illicit markets for bourbon whiskey," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 1025-1045.
    6. Hammoudeh, Shawkat & Ajmi, Ahdi Noomen & Mokni, Khaled, 2020. "Relationship between green bonds and financial and environmental variables: A novel time-varying causality," Energy Economics, Elsevier, vol. 92(C).
    7. Hachmi Ben Ameur & Zied Ftiti & Eric Le Fur, 2024. "What can we learn from the analysis of the fine wines market efficiency?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(1), pages 703-718, January.
    8. Bouri, Elie I., 2013. "Do Fine Wines Blend with Crude Oil? Seizing the Transmission of Mean and Volatility Between Two Commodity Prices," Journal of Wine Economics, Cambridge University Press, vol. 8(1), pages 49-68, May.
    9. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Limit Theory Of Real‐Time Detectors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 1079-1134, November.
    10. Bouri, Elie & Gupta, Rangan & Wong, Wing-Keung & Zhu, Zhenzhen, 2018. "Is wine a good choice for investment?," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 171-183.
    11. Beysül Aytaç & Thi-Hong-Van Hoang & Cyrille Mandou, 2016. "Wine: To drink or invest in? A study of wine as an investment asset in French portfolios," Post-Print hal-02009138, HAL.
    12. Sanning, Lee W. & Shaffer, Sherrill & Sharratt, Jo Marie, 2008. "Bordeaux Wine as a Financial Investment," Journal of Wine Economics, Cambridge University Press, vol. 3(1), pages 51-71, April.
    13. Cardebat, Jean-Marie & Jiao, Linda, 2018. "The long-term financial drivers of fine wine prices: The role of emerging markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 67(C), pages 347-361.
    14. B. Faye & E. Le Fur & S. Prat, 2015. "Dynamics of fine wine and asset prices: evidence from short- and long-run co-movements," Applied Economics, Taylor & Francis Journals, vol. 47(29), pages 3059-3077, June.
    15. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Historical Episodes Of Exuberance And Collapse In The S&P 500," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 1043-1078, November.
    16. Jianping Mei & Michael Moses, 2002. "Art as an Investment and the Underperformance of Masterpieces," American Economic Review, American Economic Association, vol. 92(5), pages 1656-1668, December.
    17. Philip Hans Franses & Wouter Knecht, 2016. "The late 1970s bubble in Dutch collectible postage stamps," Empirical Economics, Springer, vol. 50(4), pages 1215-1228, June.
    18. Shuping Shi & Peter C. B. Phillips & Stan Hurn, 2018. "Change Detection and the Causal Impact of the Yield Curve," Journal of Time Series Analysis, Wiley Blackwell, vol. 39(6), pages 966-987, November.
    19. Savva Shanaev & Nikita Shimkus & Binam Ghimire & Satish Sharma, 2020. "Children’s toy or grown-ups’ gamble? LEGO sets as an alternative investment," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 21(5), pages 577-620, November.
    20. Lucia Baldi & Massimo Peri & Daniela Vandone, 2013. "Investing in the wine market: a country-level threshold cointegration approach," Quantitative Finance, Taylor & Francis Journals, vol. 13(4), pages 493-503, March.
    21. Vipin Arora & Shuping Shi, 2016. "Energy consumption and economic growth in the United States," Applied Economics, Taylor & Francis Journals, vol. 48(39), pages 3763-3773, August.
    22. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Limit Theory Of Real‐Time Detectors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(4), pages 1079-1134, November.
    23. Dimson, Elroy & Spaenjers, Christophe, 2011. "Ex post: The investment performance of collectible stamps," Journal of Financial Economics, Elsevier, vol. 100(2), pages 443-458, May.
    24. Luc Renneboog & Christophe Spaenjers, 2013. "Buying Beauty: On Prices and Returns in the Art Market," Management Science, INFORMS, vol. 59(1), pages 36-53, February.
    25. Swanson, Norman R., 1998. "Money and output viewed through a rolling window," Journal of Monetary Economics, Elsevier, vol. 41(3), pages 455-474, May.
    26. Aytaç, Beysül & Coqueret, Guillaume & Mandou, Cyrille, 2018. "Herding behavior among wine investors," Economic Modelling, Elsevier, vol. 68(C), pages 318-328.
    27. Moroz, David & Pecchioli, Bruno, 2019. "Should You Invest in an Old Bottle of Whisky or in a Bottle of Old Whisky? A Hedonic Analysis of Vintage Single Malt Scotch Whisky Prices," Journal of Wine Economics, Cambridge University Press, vol. 14(2), pages 145-163, May.
    28. Masset, Philippe & Maurer, Frantz, 2021. "Mitigating downside risk of portfolio diversification: Wine versus other tangible assets," Economic Modelling, Elsevier, vol. 102(C).
    29. Aytaç, Beysül & Hoang, Thi-Hong-Van & Mandou, Cyrille, 2016. "Wine: To drink or invest in? A study of wine as an investment asset in French portfolios," Research in International Business and Finance, Elsevier, vol. 36(C), pages 591-614.
    30. Laurs, Dries & Renneboog, Luc, 2019. "My kingdom for a horse (or a classic car)," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 58(C), pages 184-207.
    31. Masset, Philippe & Weisskopf, Jean-Philippe & Fauchery, Clémentine, 2020. "Last Frontier Investments: The Case of Alpine Wines," Journal of Wine Economics, Cambridge University Press, vol. 15(2), pages 181-206, May.
    32. Shuping Shi & Stan Hurn & Peter C B Phillips, 2020. "Causal Change Detection in Possibly Integrated Systems: Revisiting the Money–Income Relationship [Energy Consumption and Economic Growth in the United States]," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 18(1), pages 158-180.
    33. Diks, Cees & Panchenko, Valentyn, 2006. "A new statistic and practical guidelines for nonparametric Granger causality testing," Journal of Economic Dynamics and Control, Elsevier, vol. 30(9-10), pages 1647-1669.
    34. Eric Le Fur & Jean-François Outreville, 2019. "Fine wine returns: a review of the literature," Journal of Asset Management, Palgrave Macmillan, vol. 20(3), pages 196-214, May.
    35. Masset, Philippe & Weisskopf, Jean-Philippe & Faye, Benoît & Le Fur, Eric, 2016. "Red obsession: The ascent of fine wine in China," Emerging Markets Review, Elsevier, vol. 29(C), pages 200-225.
    36. Hiemstra, Craig & Jones, Jonathan D, 1994. "Testing for Linear and Nonlinear Granger Causality in the Stock Price-Volume Relation," Journal of Finance, American Finance Association, vol. 49(5), pages 1639-1664, December.
    37. David Moroz & Bruno Pecchioli, 2021. "Transaction price vs. ask price in hedonic regressions: evidence from the vintage scotch whisky market," Applied Economics Letters, Taylor & Francis Journals, vol. 28(2), pages 129-132, January.
    38. Vincent Fromentin, 2022. "Time-varying causality between stock prices and macroeconomic fundamentals: Connection or disconnection?," Post-Print hal-04206765, HAL.
    39. Thoma, Mark A., 1994. "Subsample instability and asymmetries in money-income causality," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 279-306.
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    More about this item

    Keywords

    Whisky; Wine; Alternative investments; Financial markets; Causality; Portfolio diversification;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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