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Commodity Price Crash Risk and Crash Risk Contagion

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  • Prachi Jain
  • Debasish Maitra

Abstract

In this study, we propose measures for the risk of commodity price crash. Building on the recent phenomenon of financialization of commodities, we advocate the use of down‐to‐up volatility (DUVOL) and a negative coefficient of skewness (NCSKEW) using 1‐min and daily data, respectively. We find that the crash risk is the highest for natural gas, sugar, and coffee and remains low to moderate for most precious metals. Subsequently, we explore the commodity‐specific drivers of crash risk upon controlling for macro‐economic variations. We find that speculation and hedging pressure exacerbate the crash risk of most commodities, whereas basis risk alleviates the crash risk of commodities. We document that crash risk is priced in the cross‐section of commodity returns. We also find that the crash risk spillovers are asymmetric, remaining low at 33% at the median and peaking at approximately 88% during the extremities.

Suggested Citation

  • Prachi Jain & Debasish Maitra, 2025. "Commodity Price Crash Risk and Crash Risk Contagion," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 45(4), pages 343-378, April.
  • Handle: RePEc:wly:jfutmk:v:45:y:2025:i:4:p:343-378
    DOI: 10.1002/fut.22566
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    as
    1. Medina, Juan Pablo & Soto, Claudio, 2016. "Commodity prices and fiscal policy in a commodity exporting economy," Economic Modelling, Elsevier, vol. 59(C), pages 335-351.
    2. Jan J. J. Groen & Paolo A. Pesenti, 2011. "Commodity Prices, Commodity Currencies, and Global Economic Developments," NBER Chapters, in: Commodity Prices and Markets, pages 15-42, National Bureau of Economic Research, Inc.
    3. Borgards, Oliver & Czudaj, Robert L. & Hoang, Thi Hong Van, 2021. "Price overreactions in the commodity futures market: An intraday analysis of the Covid-19 pandemic impact," Resources Policy, Elsevier, vol. 71(C).
    4. Wei Guo & Sebastian A. Gehricke & Xinfeng Ruan & Jin E. Zhang, 2021. "The implied volatility smirk in SPY options," Applied Economics, Taylor & Francis Journals, vol. 53(23), pages 2671-2692, May.
    5. Ahsan Habib & Mostafa Monzur Hasan & Haiyan Jiang, 2018. "Stock price crash risk: review of the empirical literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 211-251, November.
    6. José de Gregorio, 2012. "Commodity Prices, Monetary Policy and Inflation," Working Papers wp359, University of Chile, Department of Economics.
    7. Xiaolan Jia & Xinfeng Ruan & Jin E. Zhang, 2021. "The implied volatility smirk of commodity options," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(1), pages 72-104, January.
    8. Hott, Christian, 2009. "Herding behavior in asset markets," Journal of Financial Stability, Elsevier, vol. 5(1), pages 35-56, January.
    9. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    10. Shahzad, Syed Jawad Hussain & Arreola-Hernandez, Jose & Bekiros, Stelios & Shahbaz, Muhammad & Kayani, Ghulam Mujtaba, 2018. "A systemic risk analysis of Islamic equity markets using vine copula and delta CoVaR modeling," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 56(C), pages 104-127.
    11. De Long, J Bradford, et al, 1990. "Positive Feedback Investment Strategies and Destabilizing Rational Speculation," Journal of Finance, American Finance Association, vol. 45(2), pages 379-395, June.
    12. Xiaoli L. Etienne & Scott H. Irwin & Philip Garcia, 2015. "Price Explosiveness, Speculation, and Grain Futures Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 65-87.
    13. Gurdip Bakshi & Xiaohui Gao & Alberto G. Rossi, 2019. "Understanding the Sources of Risk Underlying the Cross Section of Commodity Returns," Management Science, INFORMS, vol. 65(2), pages 619-641, February.
    14. Wenjin Kang & K. Geert Rouwenhorst & Ke Tang, 2020. "A Tale of Two Premiums: The Role of Hedgers and Speculators in Commodity Futures Markets," Journal of Finance, American Finance Association, vol. 75(1), pages 377-417, February.
    15. Cox, Charles C, 1976. "Futures Trading and Market Information," Journal of Political Economy, University of Chicago Press, vol. 84(6), pages 1215-1237, December.
    16. Connor J.A. Stuart & Sebastian A. Gehricke & Jin E. Zhang & Xinfeng Ruan, 2021. "Implied volatility smirk in the Australian dollar market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(3), pages 4573-4599, September.
    17. Naeem, Muhammad Abubakr & Hamouda, Foued & Karim, Sitara, 2024. "Tail risk spillover effects in commodity markets: A comparative study of crisis periods," Journal of Commodity Markets, Elsevier, vol. 33(C).
    18. Giot, Pierre & Laurent, Sebastien, 2003. "Market risk in commodity markets: a VaR approach," Energy Economics, Elsevier, vol. 25(5), pages 435-457, September.
    19. 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.
    20. Yang Liu & Liyan Han & Libo Yin, 2018. "Does news uncertainty matter for commodity futures markets? Heterogeneity in energy and non‐energy sectors," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(10), pages 1246-1261, October.
    21. Jeong†Bon Kim & Liandong Zhang, 2014. "Financial Reporting Opacity and Expected Crash Risk: Evidence from Implied Volatility Smirks," Contemporary Accounting Research, John Wiley & Sons, vol. 31(3), pages 851-875, September.
    22. Xi-Xi Zhang & Lu Liu & Chi-Wei Su & Ran Tao & Oana-Ramona Lobonţ & Nicoleta-Claudia Moldovan, 2019. "Bubbles in Agricultural Commodity Markets of China," Complexity, Hindawi, vol. 2019, pages 1-7, December.
    23. Jian Li & Jean-Paul Chavas & Xiaoli L. Etienne & Chongguang Li, 2017. "Commodity price bubbles and macroeconomics: evidence from the Chinese agricultural markets," Agricultural Economics, International Association of Agricultural Economists, vol. 48(6), pages 755-768, November.
    24. Chatziantoniou, Ioannis & Gabauer, David & Stenfors, Alexis, 2021. "Interest rate swaps and the transmission mechanism of monetary policy: A quantile connectedness approach," Economics Letters, Elsevier, vol. 204(C).
    25. José De Gregorio, 2012. "Commodity Prices, Monetary Policy, and Inflation†," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 60(4), pages 600-633, December.
    26. Hart, Oliver D & Kreps, David M, 1986. "Price Destabilizing Speculation," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 927-952, October.
    27. Stein, Jeremy C, 1987. "Informational Externalities and Welfare-Reducing Speculation," Journal of Political Economy, University of Chicago Press, vol. 95(6), pages 1123-1145, December.
    28. Chien-Liang Chiu & Ke-Hsin Chou, 2022. "The soft commodities multiple bubbles tests: evidence from the New York Futures Markets," Applied Economics Letters, Taylor & Francis Journals, vol. 29(3), pages 206-211, February.
    29. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2001. "Forecasting crashes: trading volume, past returns, and conditional skewness in stock prices," Journal of Financial Economics, Elsevier, vol. 61(3), pages 345-381, September.
    30. Mark Thoma, 2013. "Bad advice, herding and bubbles," Journal of Economic Methodology, Taylor & Francis Journals, vol. 20(1), pages 45-55.
    31. 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.
    32. Dahl, Roy Endré & Oglend, Atle & Yahya, Muhammad, 2020. "Dynamics of volatility spillover in commodity markets: Linking crude oil to agriculture," Journal of Commodity Markets, Elsevier, vol. 20(C).
    33. Baur, Dirk G. & Dimpfl, Thomas, 2018. "The asymmetric return-volatility relationship of commodity prices," Energy Economics, Elsevier, vol. 76(C), pages 378-387.
    34. Frans A. De Roon & Theo E. Nijman & Chris Veld, 2000. "Hedging Pressure Effects in Futures Markets," Journal of Finance, American Finance Association, vol. 55(3), pages 1437-1456, June.
    35. Dutta, Anupam & Bouri, Elie & Roubaud, David, 2019. "Nonlinear relationships amongst the implied volatilities of crude oil and precious metals," Resources Policy, Elsevier, vol. 61(C), pages 473-478.
    36. Fred D. Arditti, 1967. "Risk And The Required Return On Equity," Journal of Finance, American Finance Association, vol. 22(1), pages 19-36, March.
    37. Awokuse, Titus O. & Yang, Jian, 2003. "The informational role of commodity prices in formulating monetary policy: a reexamination," Economics Letters, Elsevier, vol. 79(2), pages 219-224, May.
    38. Fernandez-Perez, Adrian & Frijns, Bart & Fuertes, Ana-Maria & Miffre, Joelle, 2018. "The skewness of commodity futures returns," Journal of Banking & Finance, Elsevier, vol. 86(C), pages 143-158.
    39. Symeonidis, Lazaros & Prokopczuk, Marcel & Brooks, Chris & Lazar, Emese, 2012. "Futures basis, inventory and commodity price volatility: An empirical analysis," Economic Modelling, Elsevier, vol. 29(6), pages 2651-2663.
    40. Aviral Kumar Tiwari & Emmanuel Joel Aikins Abakah & Richard Adjei Dwumfour & Salma Mefteh-Wali, 2022. "Connectedness and directional spillovers in energy sectors: international evidence," Applied Economics, Taylor & Francis Journals, vol. 54(22), pages 2554-2569, May.
    41. Ana‐Maria Fuertes & Joëlle Miffre & Adrian Fernandez‐Perez, 2015. "Commodity Strategies Based on Momentum, Term Structure, and Idiosyncratic Volatility," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 35(3), pages 274-297, March.
    42. Yue, Tian & Gehricke, Sebastian A. & Zhang, Jin E. & Pan, Zheyao, 2021. "The implied volatility smirk in the Chinese equity options market," Pacific-Basin Finance Journal, Elsevier, vol. 69(C).
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