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Modelling general dependence between commodity forward curves

Author

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  • Mikhail Zolotko
  • Ostap Okhrin

Abstract

This study proposes a novel framework for the joint modelling of commodity forward curves. Its key contribution is twofold. First, dynamic correlation models are applied in this context as part of the modelling scheme. Second, we introduce a family of dynamic conditional correlation models based on hierarchical Archimedean copulae (HAC DCC), which are flexible, but parsimonious instruments that capture a wide range of dynamic dependencies. The conducted analysis allows us to obtain precise out-of-sample forecasts of the distribution of the returns of various commodity futures portfolios. The Value-at-Risk analysis shows that HAC DCC models outperform other introduced benchmark models on a consistent basis.

Suggested Citation

  • Mikhail Zolotko & Ostap Okhrin, 2012. "Modelling general dependence between commodity forward curves," SFB 649 Discussion Papers SFB649DP2012-060, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
  • Handle: RePEc:hum:wpaper:sfb649dp2012-060
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    References listed on IDEAS

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    1. B. Douglas Bernheim & Michael D. Whinston, 1998. "Exclusive Dealing," Journal of Political Economy, University of Chicago Press, vol. 106(1), pages 64-103, February.
    2. Chen, Zhiqi & Ross, Thomas W., 2003. "Cooperating upstream while competing downstream: a theory of input joint ventures," International Journal of Industrial Organization, Elsevier, vol. 21(3), pages 381-397, March.
    3. Øystein Foros & Hans Jarle Kind, 2008. "Do Slotting Allowances Harm Retail Competition?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(2), pages 367-384, June.
    4. Blair,Roger D. & Lafontaine,Francine, 2011. "The Economics of Franchising," Cambridge Books, Cambridge University Press, number 9780521775892, December.
    5. Roman Inderst & Tommaso M. Valletti, 2011. "Buyer Power And The ‘Waterbed Effect’," Journal of Industrial Economics, Wiley Blackwell, vol. 59(1), pages 1-20, March.
    6. Michael L. Katz, 1991. "Game-Playing Agents: Unobservable Contracts as Precommitments," RAND Journal of Economics, The RAND Corporation, pages 307-328.
    7. Marvel, Howard P. & Yang, Huanxing, 2008. "Group purchasing, nonlinear tariffs, and oligopoly," International Journal of Industrial Organization, Elsevier, vol. 26(5), pages 1090-1105, September.
    8. Abito, Jose Miguel & Wright, Julian, 2008. "Exclusive dealing with imperfect downstream competition," International Journal of Industrial Organization, Elsevier, vol. 26(1), pages 227-246, January.
    9. Dobson, Paul W & Waterson, Michael, 1997. "Countervailing Power and Consumer Prices," Economic Journal, Royal Economic Society, vol. 107(441), pages 418-430, March.
    10. Inderst, Roman & Wey, Christian, 2007. "Buyer power and supplier incentives," European Economic Review, Elsevier, vol. 51(3), pages 647-667, April.
    11. Daniel P. O'Brien & Greg Shaffer, 1992. "Vertical Control with Bilateral Contracts," RAND Journal of Economics, The RAND Corporation, vol. 23(3), pages 299-308, Autumn.
    12. Irmen, Andreas, 1998. " Precommitment in Competing Vertical Chains," Journal of Economic Surveys, Wiley Blackwell, vol. 12(4), pages 333-359, September.
    13. Suchan Chae & Paul Heidhues, 2004. "Buyers' Alliances for Bargaining Power," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 13(4), pages 731-754, December.
    14. Leslie M. Marx & Greg Shaffer, 2007. "Upfront payments and exclusion in downstream markets," RAND Journal of Economics, RAND Corporation, vol. 38(3), pages 823-843, September.
    15. Aghion, Philippe & Bolton, Patrick, 1987. "Contracts as a Barrier to Entry," American Economic Review, American Economic Association, vol. 77(3), pages 388-401, June.
    16. Inderst, Roman & Wey, Christian, 2003. " Bargaining, Mergers, and Technology Choice in Bilaterally Oligopolistic Industries," RAND Journal of Economics, The RAND Corporation, vol. 34(1), pages 1-19, Spring.
    17. Salvatore Piccolo & Jeanine Miklós-Thal, 2012. "Colluding through suppliers," RAND Journal of Economics, RAND Corporation, vol. 43(3), pages 492-513, September.
    18. Oystein Foros & Hans Jarle Kind & Jan Yngve Sand, 2008. "Slotting Allowances and Manufacturers’ Retail Sales Effort," CESifo Working Paper Series 2396, CESifo Group Munich.
    19. Snyder, Christopher M., 1998. "Why do larger buyers pay lower prices? Intense supplier competition," Economics Letters, Elsevier, vol. 58(2), pages 205-209, February.
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    More about this item

    Keywords

    commodity forward curves; multivariate GARCH; hierarchical Archimedean copula; Value-at-Risk;

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General

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