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Estimating risk‐neutral freight rate dynamics: A nonparametric approach

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  • Lourdes Gómez‐Valle
  • Ioannis Kyriakou
  • Julia Martínez‐Rodríguez
  • Nikos K. Nomikos

Abstract

We present a new method for estimating the unobservable drift of the risk‐neutral spot freight rate process from Forward Freight Agreements (FFA) prices in the absence of a closed‐form solution and demonstrate robustness via numerical simulations. Moreover, we conduct empirical experiments involving estimation of standard parametric models and a nonparametric model using Baltic Exchange data. We find that our nonparametric approach yields the lowest FFA pricing errors across maturities. Finally, we estimate the market price of risk, analyze its behavior in‐sample and out‐of‐sample and observe that, when estimated using our nonparametric approach, it evolves consistently with the indices under study.

Suggested Citation

  • Lourdes Gómez‐Valle & Ioannis Kyriakou & Julia Martínez‐Rodríguez & Nikos K. Nomikos, 2021. "Estimating risk‐neutral freight rate dynamics: A nonparametric approach," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(11), pages 1824-1842, November.
    • Handle: RePEc:wly:jfutmk:v:41:y:2021:i:11:p:1824-1842
    DOI: 10.1002/fut.22244
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    References listed on IDEAS

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    1. Lim, Kian Guan & Nomikos, Nikos K. & Yap, Nelson, 2019. "Understanding the fundamentals of freight markets volatility," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 130(C), pages 1-15.
    2. Schwartz, Eduardo S, 1997. "The Stochastic Behavior of Commodity Prices: Implications for Valuation and Hedging," Journal of Finance, American Finance Association, vol. 52(3), pages 923-973, July.
    3. Koekebakker, Steen & Adland, Roar & Sødal, Sigbjørn, 2007. "Pricing freight rate options," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 43(5), pages 535-548, September.
    4. Kolos, Sergey P. & Ronn, Ehud I., 2008. "Estimating the commodity market price of risk for energy prices," Energy Economics, Elsevier, vol. 30(2), pages 621-641, March.
    5. Stanton, Richard, 1997. "A Nonparametric Model of Term Structure Dynamics and the Market Price of Interest Rate Risk," Journal of Finance, American Finance Association, vol. 52(5), pages 1973-2002, December.
    6. Adland, Roar & Cullinane, Kevin, 2006. "The non-linear dynamics of spot freight rates in tanker markets," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 42(3), pages 211-224, May.
    7. Ioannis C. Moutzouris & Nikos K. Nomikos, 2019. "The formation of forward freight agreement rates in dry bulk shipping: Spot rates, risk premia, and heterogeneous expectations," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(8), pages 1008-1031, August.
    8. Marcel Prokopczuk, 2011. "Pricing and hedging in the freight futures market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 31(5), pages 440-464, May.
    9. Nomikos, Nikos K. & Kyriakou, Ioannis & Papapostolou, Nikos C. & Pouliasis, Panos K., 2013. "Freight options: Price modelling and empirical analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 51(C), pages 82-94.
    10. Manolis G. Kavussanos & Nikos K. Nomikos, 1999. "The forward pricing function of the shipping freight futures market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(3), pages 353-376, May.
    11. Roar Adland & Kevin Cullinane, 2005. "A Time-Varying Risk Premium in the Term Structure of Bulk Shipping Freight Rates," Journal of Transport Economics and Policy, University of Bath, vol. 39(2), pages 191-208, May.
    12. Giamouzi, Maria & Nomikos, Nikos K, 2021. "Identifying shipowners’ risk attitudes over gains and losses: Evidence from the dry bulk freight market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    13. Amir H. Alizadeh & Nikos K. Nomikos, 2009. "Shipping Derivatives and Risk Management," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-23580-9.
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