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Picking winners to pick your winners: The momentum effect in commodity risk factors

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  • Zaremba, Adam
  • Mikutowski, Mateusz
  • Karathanasopoulos, Andreas
  • Osman, Mohamed

Abstract

Is there momentum in commodity risk factors? To answer this question we study the performance of 15 commodity factor portfolios for the years 1986–2017. We are the first to document the strong cross-sectional relationship between past factor returns and their future payoffs. The factors with the highest (lowest) past returns continue to overperform (underperform). The strategy of buying (selling) long (short) sides of anomaly portfolios with the highest (lowest) past returns delivers an economically meaningful mean return and alpha, outperforming in these terms a benchmark equally weighting all of the factors. The results are robust to many considerations, including sorting periods, holding periods, implementation details, samples of factors, and subperiod analysis. The factor momentum is largely explained by the commodity price momentum effect.

Suggested Citation

  • Zaremba, Adam & Mikutowski, Mateusz & Karathanasopoulos, Andreas & Osman, Mohamed, 2019. "Picking winners to pick your winners: The momentum effect in commodity risk factors," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    • Handle: RePEc:eee:ecofin:v:50:y:2019:i:c:s1062940818306053
    DOI: 10.1016/j.najef.2019.101017
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    as
    1. Peng, Lin & Xiong, Wei, 2006. "Investor attention, overconfidence and category learning," Journal of Financial Economics, Elsevier, vol. 80(3), pages 563-602, June.
    2. Zaremba, Adam, 2017. "Performance persistence of government bond factor premia," Finance Research Letters, Elsevier, vol. 22(C), pages 182-189.
    3. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    4. Wang, Kevin Q. & Xu, Jianguo, 2015. "Market volatility and momentum," Journal of Empirical Finance, Elsevier, vol. 30(C), pages 79-91.
    5. 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.
    6. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    7. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    8. 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.
    9. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    10. Frazzini, Andrea & Pedersen, Lasse Heje, 2014. "Betting against beta," Journal of Financial Economics, Elsevier, vol. 111(1), pages 1-25.
    11. Miffre, Joelle & Rallis, Georgios, 2007. "Momentum strategies in commodity futures markets," Journal of Banking & Finance, Elsevier, vol. 31(6), pages 1863-1886, June.
    12. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    13. Gary B. Gorton & Fumio Hayashi & K. Geert Rouwenhorst, 2013. "The Fundamentals of Commodity Futures Returns," Review of Finance, European Finance Association, vol. 17(1), pages 35-105.
    14. Newey, Whitney K & West, Kenneth D, 1987. "Hypothesis Testing with Efficient Method of Moments Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 777-787, October.
    15. 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.
    16. Fernandez-Perez, Adrian & Fuertes, Ana-Maria & Miffre, Joëlle, 2016. "Is idiosyncratic volatility priced in commodity futures markets?," International Review of Financial Analysis, Elsevier, vol. 46(C), pages 219-226.
    17. 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.
    18. Matti Keloharju & Juhani T. Linnainmaa & Peter Nyberg, 2016. "Return Seasonalities," Journal of Finance, American Finance Association, vol. 71(4), pages 1557-1590, August.
    19. Teo, Melvyn & Woo, Sung-Jun, 2004. "Style effects in the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 74(2), pages 367-398, November.
    20. Thomas J. George & Chuan‐Yang Hwang, 2007. "Long‐Term Return Reversals: Overreaction or Taxes?," Journal of Finance, American Finance Association, vol. 62(6), pages 2865-2896, December.
    21. 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.
    22. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    23. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    24. 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.
    25. 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.
    26. Avramov, Doron & Cheng, Si & Hameed, Allaudeen, 2016. "Time-Varying Liquidity and Momentum Profits," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1897-1923, December.
    27. repec:bla:jfinan:v:59:y:2004:i:3:p:1345-1365 is not listed on IDEAS
    28. Conrad, Jennifer & Kaul, Gautam, 1998. "An Anatomy of Trading Strategies," The Review of Financial Studies, Society for Financial Studies, vol. 11(3), pages 489-519.
    29. 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.
    30. Zaremba, Adam & Shemer, Jacob, 2018. "Is there momentum in factor premia? Evidence from international equity markets," Research in International Business and Finance, Elsevier, vol. 46(C), pages 120-130.
    31. Zaremba, Adam, 2016. "Investor sentiment, limits on arbitrage, and the performance of cross-country stock market anomalies," Journal of Behavioral and Experimental Finance, Elsevier, vol. 9(C), pages 136-163.
    32. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
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    More about this item

    Keywords

    Commodities; Futures pricing; Factor momentum; Return predictability;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
    • Q11 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Aggregate Supply and Demand Analysis; Prices
    • Q13 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Markets and Marketing; Cooperatives; Agribusiness
    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices

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