IDEAS home Printed from https://ideas.repec.org/a/wly/jfutmk/v43y2023i4p516-548.html
   My bibliography  Save this article

Probability weighting in commodity futures markets

Author

Listed:
  • Jun Yuan
  • Qi Xu
  • Ying Wang

Abstract

Probability weighting refers to the behavioral bias in which irrational investors have a propensity to overweigh small probability tail events. In this study, we empirically investigate the asset pricing implications of probability weighting in commodity markets. We find that commodities with a high probability‐weighting value significantly underperform their low‐value pairs by 11% per annum. Neither conventional commodity risk factors nor existing characteristics explain this predictability. The predictability is more pronounced when arbitrage constraints are more binding. Commodities with a high probability‐weighting value also attract excess demand from non‐commercial traders. Collectively, these findings support a prospect theory‐based explanation for the cross‐section of commodity returns.

Suggested Citation

  • Jun Yuan & Qi Xu & Ying Wang, 2023. "Probability weighting in commodity futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(4), pages 516-548, April.
  • Handle: RePEc:wly:jfutmk:v:43:y:2023:i:4:p:516-548
    DOI: 10.1002/fut.22400
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/fut.22400
    Download Restriction: no

    File URL: https://libkey.io/10.1002/fut.22400?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ing-Haw Cheng & Wei Xiong, 2014. "Financialization of Commodity Markets," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 419-441, December.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Hirshleifer, David, 1990. "Hedging Pressure and Futures Price Movements in a General Equilibrium Model," Econometrica, Econometric Society, vol. 58(2), pages 411-428, March.
    4. Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
    5. Luiz Félix & Roman Kräussl & Philip Stork, 2019. "Single Stock Call Options as Lottery Tickets: Overpricing and Investor Sentiment," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 20(4), pages 385-407, October.
    6. Menkhoff, Lukas & Sarno, Lucio & Schmeling, Maik & Schrimpf, Andreas, 2012. "Currency momentum strategies," Journal of Financial Economics, Elsevier, vol. 106(3), pages 660-684.
    7. Joshua D. Coval & Tyler Shumway, 2005. "Do Behavioral Biases Affect Prices?," Journal of Finance, American Finance Association, vol. 60(1), pages 1-34, February.
    8. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    9. Fernandez-Perez, Adrian & Fuertes, Ana-Maria & Gonzalez-Fernandez, Marcos & Miffre, Joelle, 2020. "Fear of hazards in commodity futures markets," Journal of Banking & Finance, Elsevier, vol. 119(C).
    10. Della Corte, Pasquale & Ramadorai, Tarun & Sarno, Lucio, 2016. "Volatility risk premia and exchange rate predictability," Journal of Financial Economics, Elsevier, vol. 120(1), pages 21-40.
    11. Nicholas Barberis & Ming Huang, 2008. "Stocks as Lotteries: The Implications of Probability Weighting for Security Prices," American Economic Review, American Economic Association, vol. 98(5), pages 2066-2100, December.
    12. Yang, Fan, 2013. "Investment shocks and the commodity basis spread," Journal of Financial Economics, Elsevier, vol. 110(1), pages 164-184.
    13. Amihud, Yakov & Mendelson, Haim & Lauterbach, Beni, 1997. "Market microstructure and securities values: Evidence from the Tel Aviv Stock Exchange," Journal of Financial Economics, Elsevier, vol. 45(3), pages 365-390, September.
    14. Andrea Frazzini, 2006. "The Disposition Effect and Underreaction to News," Journal of Finance, American Finance Association, vol. 61(4), pages 2017-2046, August.
    15. Scott Gilbert & Samuel Kyle Jones & Gay Hatfield Morris, 2006. "The impact of skewness in the hedging decision," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 26(5), pages 503-520, May.
    16. Lasse Heje Pedersen & Mark Mitchell & Todd Pulvino, 2007. "Slow Moving Capital," American Economic Review, American Economic Association, vol. 97(2), pages 215-220, May.
    17. Brian Boyer & Todd Mitton & Keith Vorkink, 2010. "Expected Idiosyncratic Skewness," Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 169-202, January.
    18. Lettau, Martin & Maggiori, Matteo & Weber, Michael, 2014. "Conditional risk premia in currency markets and other asset classes," Journal of Financial Economics, Elsevier, vol. 114(2), pages 197-225.
    19. Ing-Haw Cheng & Andrei Kirilenko & Wei Xiong, 2015. "Convective Risk Flows in Commodity Futures Markets," Review of Finance, European Finance Association, vol. 19(5), pages 1733-1781.
    20. Nicholas Barberis & Abhiroop Mukherjee & Baolian Wang, 2016. "Prospect Theory and Stock Returns: An Empirical Test," Review of Financial Studies, Society for Financial Studies, vol. 29(11), pages 3068-3107.
    21. Wang, Changyun & Yu, Min, 2004. "Trading activity and price reversals in futures markets," Journal of Banking & Finance, Elsevier, vol. 28(6), pages 1337-1361, June.
    22. LUKE DeVAULT & RICHARD SIAS & LAURA STARKS, 2019. "Sentiment Metrics and Investor Demand," Journal of Finance, American Finance Association, vol. 74(2), pages 985-1024, April.
    23. Ben R. Marshall & Nhut H. Nguyen & Nuttawat Visaltanachoti, 2012. "Commodity Liquidity Measurement and Transaction Costs," Review of Financial Studies, Society for Financial Studies, vol. 25(2), pages 599-638.
    24. Taylor, Mark & Xu, Qi & Kozhan, Roman, 2020. "Prospect Theory and Currency Returns: Empirical Evidence," CEPR Discussion Papers 15306, C.E.P.R. Discussion Papers.
    25. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    26. Ledoit, Oliver & Wolf, Michael, 2008. "Robust performance hypothesis testing with the Sharpe ratio," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 850-859, December.
    27. R. Jared DeLisle & Dean Diavatopoulos & Andy Fodor & Kevin Krieger, 2017. "Anchoring and Probability Weighting in Option Prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 37(6), pages 614-638, June.
    28. Clifford S. Asness & Tobias J. Moskowitz & Lasse Heje Pedersen, 2013. "Value and Momentum Everywhere," Journal of Finance, American Finance Association, vol. 68(3), pages 929-985, June.
    29. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    30. Bin Li & Di Zhang & Yang Zhou, 2017. "Do trend following strategies work in Chinese futures markets?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 37(12), pages 1226-1254, December.
    31. Craig Burnside, 2011. "The Cross Section of Foreign Currency Risk Premia and Consumption Growth Risk: Comment," American Economic Review, American Economic Association, vol. 101(7), pages 3456-3476, December.
    32. Peter R. Locke & P. C. Venkatesh, 1997. "Futures market transaction costs," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 17(2), pages 229-245, April.
    33. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    34. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    35. Christopher K. Ma & William H. Dare & Darla R. Donaldson, 1990. "Testing rationality in futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 10(2), pages 137-152, April.
    36. Acharya, Viral V. & Lochstoer, Lars A. & Ramadorai, Tarun, 2013. "Limits to arbitrage and hedging: Evidence from commodity markets," Journal of Financial Economics, Elsevier, vol. 109(2), pages 441-465.
    37. Denis Gromb & Dimitri Vayanos, 2010. "Limits of Arbitrage," Annual Review of Financial Economics, Annual Reviews, vol. 2(1), pages 251-275, December.
    38. An, Li & Argyle, Bronson, 2021. "Overselling winners and losers: How mutual fund managers' trading behavior affects asset prices," Journal of Financial Markets, Elsevier, vol. 55(C).
    39. Zhong, Xiaoling & Wang, Junbo, 2018. "Prospect theory and corporate bond returns: An empirical study," Journal of Empirical Finance, Elsevier, vol. 47(C), pages 25-48.
    40. Marshall, Ben R. & Cahan, Rochester H. & Cahan, Jared M., 2008. "Can commodity futures be profitably traded with quantitative market timing strategies?," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1810-1819, September.
    41. Benjamin M. Blau & R. Jared DeLisle & Ryan J. Whitby, 2020. "Does Probability Weighting Drive Lottery Preferences?," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(3), pages 233-247, July.
    42. William N. Goetzmann & Dasol Kim & Alok Kumar & Qin Wang, 2015. "Weather-Induced Mood, Institutional Investors, and Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 73-111.
    43. Bianchi, Robert J. & Drew, Michael E. & Fan, John Hua, 2015. "Combining momentum with reversal in commodity futures," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 423-444.
    44. Hong, Harrison & Yogo, Motohiro, 2012. "What does futures market interest tell us about the macroeconomy and asset prices?," Journal of Financial Economics, Elsevier, vol. 105(3), pages 473-490.
    45. Donald Lien & Yaqin Wang, 2015. "Effects of skewness and kurtosis on production and hedging decisions: a skewed t distribution approach," The European Journal of Finance, Taylor & Francis Journals, vol. 21(13-14), pages 1132-1143, November.
    46. Stephen G Dimmock & Roy Kouwenberg & Olivia S Mitchell & Kim Peijnenburg, 2021. "Household Portfolio Underdiversification and Probability Weighting: Evidence from the Field," The Review of Financial Studies, Society for Financial Studies, vol. 34(9), pages 4524-4563.
    47. Gao, Lin & Süss, Stephan, 2015. "Market sentiment in commodity futures returns," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 84-103.
    48. 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.
    49. DeMiguel, Victor & Plyakha, Yuliya & Uppal, Raman & Vilkov, Grigory, 2013. "Improving Portfolio Selection Using Option-Implied Volatility and Skewness," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(6), pages 1813-1845, December.
    50. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    51. Richard L. Peterson & Christopher K. Ma & Robert J. Ritchey, 1992. "Dependence in commodity prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 12(4), pages 429-446, August.
    52. 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.
    53. Samuel M. Hartzmark, 2015. "The Worst, the Best, Ignoring All the Rest: The Rank Effect and Trading Behavior," Review of Financial Studies, Society for Financial Studies, vol. 28(4), pages 1024-1059.
    54. He, Zhiguo & Kelly, Bryan & Manela, Asaf, 2017. "Intermediary asset pricing: New evidence from many asset classes," Journal of Financial Economics, Elsevier, vol. 126(1), pages 1-35.
    55. 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.
    56. Wang, Junbo & Wu, Chunchi & Zhong, Xiaoling, 2021. "Prospect theory and stock returns: Evidence from foreign share markets," Pacific-Basin Finance Journal, Elsevier, vol. 69(C).
    57. Yu, Bin & Shen, Yifan & Jin, Xuejun & Xu, Qi, 2022. "Does prospect theory explain mutual fund performance? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 73(C).
    58. Basu, Devraj & Miffre, Joëlle, 2013. "Capturing the risk premium of commodity futures: The role of hedging pressure," Journal of Banking & Finance, Elsevier, vol. 37(7), pages 2652-2664.
    59. Nicholas Barberis & Lawrence J. Jin & Baolian Wang, 2021. "Prospect Theory and Stock Market Anomalies," Journal of Finance, American Finance Association, vol. 76(5), pages 2639-2687, October.
    60. Han, Yufeng & Hu, Ting & Yang, Jian, 2016. "Are there exploitable trends in commodity futures prices?," Journal of Banking & Finance, Elsevier, vol. 70(C), pages 214-234.
    61. René M. Stulz, 1996. "Rethinking Risk Management," Journal of Applied Corporate Finance, Morgan Stanley, vol. 9(3), pages 8-25, September.
    62. Bianchi, Robert J. & Drew, Michael E. & Fan, John Hua, 2016. "Commodities momentum: A behavioral perspective," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 133-150.
    63. Miffre, Joelle & Rallis, Georgios, 2007. "Momentum strategies in commodity futures markets," Journal of Banking & Finance, Elsevier, vol. 31(6), pages 1863-1886, June.
    64. de Groot, Wilma & Karstanje, Dennis & Zhou, Weili, 2014. "Exploiting commodity momentum along the futures curves," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 79-93.
    65. Lieven Baele & Joost Driessen & Sebastian Ebert & Juan M Londono & Oliver G Spalt, 2019. "Cumulative Prospect Theory, Option Returns, and the Variance Premium," Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3667-3723.
    66. Qian Shen & Andrew C. Szakmary & Subhash C. Sharma, 2007. "An examination of momentum strategies in commodity futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 27(3), pages 227-256, March.
    67. Fuertes, Ana-Maria & Miffre, Joëlle & Rallis, Georgios, 2010. "Tactical allocation in commodity futures markets: Combining momentum and term structure signals," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2530-2548, October.
    68. Marta Szymanowska & Frans Roon & Theo Nijman & Rob Goorbergh, 2014. "An Anatomy of Commodity Futures Risk Premia," Journal of Finance, American Finance Association, vol. 69(1), pages 453-482, February.
    69. Etienne, Xiaoli L. & Irwin, Scott H. & Garcia, Philip, 2014. "Bubbles in food commodity markets: Four decades of evidence," Journal of International Money and Finance, Elsevier, vol. 42(C), pages 129-155.
    70. Nicholas Barberis & Ming Huang & Tano Santos, 2001. "Prospect Theory and Asset Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 1-53.
    71. Cary Frydman & Samuel M. Hartzmark & David H. Solomon, 2018. "Rolling Mental Accounts," Review of Financial Studies, Society for Financial Studies, vol. 31(1), pages 362-397.
    72. Li An & Huijun Wang & Jian Wang & Jianfeng Yu, 2020. "Lottery-Related Anomalies: The Role of Reference-Dependent Preferences," Management Science, INFORMS, vol. 66(1), pages 473-501, January.
    73. Bessembinder, Hendrik, 1992. "Systematic Risk, Hedging Pressure, and Risk Premiums in Futures Markets," Review of Financial Studies, Society for Financial Studies, vol. 5(4), pages 637-667.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. John Hua Fan & Sebastian Binnewies & Sanuri De Silva, 2023. "Wisdom of crowds and commodity pricing," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(8), pages 1040-1068, August.
    2. 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.
    3. Bianchi, Robert J. & Drew, Michael E. & Fan, John Hua, 2016. "Commodities momentum: A behavioral perspective," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 133-150.
    4. John Hua Fan & Tingxi Zhang, 2020. "The untold story of commodity futures in China," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(4), pages 671-706, April.
    5. Loïc Maréchal, 2023. "A tale of two premiums revisited," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(5), pages 580-614, May.
    6. Qi Xu & Ying Wang, 2021. "Managing volatility in commodity momentum," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(5), pages 758-782, May.
    7. Fernandez-Perez, Adrian & Fuertes, Ana-Maria & Gonzalez-Fernandez, Marcos & Miffre, Joelle, 2020. "Fear of hazards in commodity futures markets," Journal of Banking & Finance, Elsevier, vol. 119(C).
    8. Ana‐Maria Fuertes & Zhenya Liu & Weiqing Tang, 2022. "Risk‐neutral skewness and commodity futures pricing," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(4), pages 751-785, April.
    9. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, November.
    10. Zaremba, Adam & Mikutowski, Mateusz & Szczygielski, Jan Jakub & Karathanasopoulos, Andreas, 2021. "The alpha momentum effect in commodity markets," Energy Economics, Elsevier, vol. 93(C).
    11. Rad, Hossein & Low, Rand Kwong Yew & Miffre, Joëlle & Faff, Robert, 2020. "Does sophistication of the weighting scheme enhance the performance of long-short commodity portfolios?," Journal of Empirical Finance, Elsevier, vol. 58(C), pages 164-180.
    12. Li An & Huijun Wang & Jian Wang & Jianfeng Yu, 2020. "Lottery-Related Anomalies: The Role of Reference-Dependent Preferences," Management Science, INFORMS, vol. 66(1), pages 473-501, January.
    13. Miffre, Joëlle, 2016. "Long-short commodity investing: A review of the literature," Journal of Commodity Markets, Elsevier, vol. 1(1), pages 3-13.
    14. 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.
    15. Fan, John Hua & Qiao, Xiao, 2023. "Commodity momentum: A tale of countries and sectors," Journal of Commodity Markets, Elsevier, vol. 29(C).
    16. Yu, Bin & Shen, Yifan & Jin, Xuejun & Xu, Qi, 2022. "Does prospect theory explain mutual fund performance? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 73(C).
    17. Sakkas, Athanasios & Tessaromatis, Nikolaos, 2020. "Factor based commodity investing," Journal of Banking & Finance, Elsevier, vol. 115(C).
    18. Bianchi, Robert J. & Fan, John Hua & Zhang, Tingxi, 2021. "Investable commodity premia in China," Journal of Banking & Finance, Elsevier, vol. 127(C).
    19. Yasuhiro Iwanaga & Ryuta Sakemoto, 2023. "Commodity momentum decomposition," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(2), pages 198-216, February.
    20. Meng Han, 2023. "Commodity momentum and reversal: Do they exist, and if so, why?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(9), pages 1204-1237, September.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:jfutmk:v:43:y:2023:i:4:p:516-548. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/0270-7314/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.