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Parametric Bootstrap Tests for Futures Price and Implied Volatility Biases With Application to Rating Dairy Margin Insurance

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  • Bozic, Marin
  • Newton, John
  • Thraen, Cameron S.
  • Gould, Brian W.

Abstract

We develop a new parametric bootstrap-based statistical test for presence of futures price and options-based implied volatility biases. The new test is applicable to data with overlapping prediction horizons. Information on anticipated volatility embedded in options prices is explicitly used when testing for futures price biases. Our method is well adapted to analysis of fast changing commodity markets as it does not rely on asymptotic theory and does not require a time series spanning several decades. We apply the new test to investigate if futures and options biases can explain very low loss ratios exhibited by USDA’s Livestock Gross Margin for Dairy Cattle insurance program.

Suggested Citation

  • Bozic, Marin & Newton, John & Thraen, Cameron S. & Gould, Brian W., 2014. "Parametric Bootstrap Tests for Futures Price and Implied Volatility Biases With Application to Rating Dairy Margin Insurance," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170416, Agricultural and Applied Economics Association.
    • Handle: RePEc:ags:aaea14:170416
    DOI: 10.22004/ag.econ.170416
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    References listed on IDEAS

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    1. Gould, Brian W. & Cabrera, Victor E., 2011. "USDA's Livestock Gross Margin Insurance for Dairy: What Is It and How Can It Be Used for Risk Management," Staff Paper Series 562, University of Wisconsin, Agricultural and Applied Economics.
    2. J. Frank & P. Garcia, 2009. "Time-varying risk premium: further evidence in agricultural futures markets," Applied Economics, Taylor & Francis Journals, vol. 41(6), pages 715-725.
    3. Thorsten M. Egelkraut & Philip Garcia & Bruce J. Sherrick, 2007. "The Term Structure of Implied Forward Volatility: Recovery and Informational Content in the Corn Options Market," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(1), pages 1-11.
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    8. Berkowitz, Jeremy, 2001. "Testing Density Forecasts, with Applications to Risk Management," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(4), pages 465-474, October.
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    12. Constantinides, George M. & Jackwerth, Jens Carsten & Perrakis, Stylianos, 2005. "Option pricing: Real and risk-neutral distributions," CoFE Discussion Papers 05/06, University of Konstanz, Center of Finance and Econometrics (CoFE).
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    Cited by:

    1. John Newton & Cameron S. Thraen & Marin Bozic, 2016. "Evaluating Policy Design Choices for the Margin Protection Program for Dairy Producers: An Expected Indemnity Approach," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 38(4), pages 712-730.

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    Keywords

    Agricultural and Food Policy; Research Methods/ Statistical Methods; Risk and Uncertainty;
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