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Forecasting the U.S. season-average farm price of corn: Derivation of an alternative futures-based forecasting model

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  • Etienne, Xiaoli L.
  • Farhangdoost, Sara
  • Hoffman, Linwood A.
  • Adam, Brian D.

Abstract

An alternative futures-based procedure is developed to forecast the season-average farm price for U.S. corn, an under-researched price forecast. The new method performs similarly or better than two widely-watched season-average price forecasts, i.e., the World Agricultural Supply and Demand Estimates and the Hoffman futures-based forecasts, at the beginning of the post-harvest season and just as well as those forecasts in most of the other months during the marketing year. We attribute the robust performance of the proposed forecast to its ability to use heterogeneous coefficients for futures and cash prices depending on the underlying market conditions. Improved performance of the proposed forecasts is especially noticeable when the market is more volatile. Overall, the method derived in this study complements the existing forecasts and provides valuable information for decision-makers.

Suggested Citation

  • Etienne, Xiaoli L. & Farhangdoost, Sara & Hoffman, Linwood A. & Adam, Brian D., 2023. "Forecasting the U.S. season-average farm price of corn: Derivation of an alternative futures-based forecasting model," Journal of Commodity Markets, Elsevier, vol. 30(C).
  • Handle: RePEc:eee:jocoma:v:30:y:2023:i:c:s2405851323000235
    DOI: 10.1016/j.jcomm.2023.100333
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    1. Zulauf, Carl & Schnitkey, Gary, 2014. "ARC-CO and PLC Payment Indicator for 2014 Crop Year: October 2014 WASDE U.S. Yield and Price," farmdoc daily, University of Illinois at Urbana-Champaign, Department of Agricultural and Consumer Economics, vol. 4, pages 1-5, October.
    2. Ron Alquist & Lutz Kilian, 2010. "What do we learn from the price of crude oil futures?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(4), pages 539-573.
    3. 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.
    4. Menzie D. Chinn & Michael LeBlanc & Olivier Coibion, 2005. "The Predictive Content of Energy Futures: An Update on Petroleum, Natural Gas, Heating Oil and Gasoline," NBER Working Papers 11033, National Bureau of Economic Research, Inc.
    5. Philip Garcia & Scott H. Irwin & Aaron Smith, 2015. "Futures Market Failure?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 40-64.
    6. Richard E. Just & Gordon C. Rausser, 1981. "Commodity Price Forecasting with Large-Scale Econometric Models and the Futures Market," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 63(2), pages 197-208.
    7. Isengildina-Massa, Olga & Irwin, Scott H. & Good, Darrel L., 2010. "Quantile Regression Estimates of Confidence Intervals for WASDE Price Forecasts," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 35(3), pages 1-23, December.
    8. Scott H. Irwin & Darrel L. Good, 2004. "Evaluation of USDA Interval Forecasts of Corn and Soybean Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(4), pages 990-1004.
    9. Garbade, Kenneth D & Silber, William L, 1983. "Price Movements and Price Discovery in Futures and Cash Markets," The Review of Economics and Statistics, MIT Press, vol. 65(2), pages 289-297, May.
    10. Daniel A. Summer & Rolf A. E. Mueller, 1989. "Are Harvest Forecasts News? USDA Announcements and Futures Market Reactions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 71(1), pages 1-8.
    11. Zulauf, Carl & Schnitkey, Gary, 2014. "ARC-CO and PLC Payment Indicator for 2014 Crop Year: December 2014 WASDE U.S. Yield and Price," farmdoc daily, University of Illinois at Urbana-Champaign, Department of Agricultural and Consumer Economics, vol. 4, December.
    12. Eugene F. Fama & Kenneth R. French, 2015. "Commodity Futures Prices: Some Evidence on Forecast Power, Premiums, and the Theory of Storage," World Scientific Book Chapters, in: Anastasios G Malliaris & William T Ziemba (ed.), THE WORLD SCIENTIFIC HANDBOOK OF FUTURES MARKETS, chapter 4, pages 79-102, World Scientific Publishing Co. Pte. Ltd..
    13. Michael Artis & Massimiliano Marcellino, 2001. "Fiscal forecasting: The track record of the IMF, OECD and EC," Econometrics Journal, Royal Economic Society, vol. 4(1), pages 20-36.
    14. Arnade, Carlos & Hoffman, Linwood, 2015. "The Impact Of Price Variability On Cash/Futures Market Relationships: Implications For Market Efficiency And Price Discovery," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 47(4), pages 539-559, November.
    15. Harvey, David I & Leybourne, Stephen J & Newbold, Paul, 1998. "Tests for Forecast Encompassing," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(2), pages 254-259, April.
    16. Garcia, Philip & Irwin, Scott H. & Leuthold, Raymond M. & Yang, Li, 1997. "The value of public information in commodity futures markets," Journal of Economic Behavior & Organization, Elsevier, vol. 32(4), pages 559-570, April.
    17. Carl R. Zulauf & Scott H. Irwin & Jason E. Ropp & Anthony J. Sberna, 1999. "A reappraisal of the forecasting performance of corn and soybean new crop futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(5), pages 603-618, August.
    18. Poghosyan, Armine & Isengildina Massa, Olga & Stewart, Shamar, 2021. "Futures-Based Forecasts Of Us Crop Prices," 2021 Annual Meeting, August 1-3, Austin, Texas 312904, Agricultural and Applied Economics Association.
    19. Evelyn V. Colino & Scott H. Irwin, 2010. "Outlook vs. Futures: Three Decades of Evidence in Hog and Cattle Markets," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(1), pages 1-15.
    20. Dwight R. Sanders & Mark R. Manfredo, 2005. "Forecast Encompassing as the Necessary Condition to Reject Futures Market Efficiency: Fluid Milk Futures," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 87(3), pages 610-620.
    21. Scott H. Irwin & Philip Garcia & Darrel L. Good & Eugene L. Kunda, 2011. "Spreads and Non-Convergence in Chicago Board of Trade Corn, Soybean, and Wheat Futures: Are Index Funds to Blame?," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 33(1), pages 116-142.
    22. Zulauf, Carl & Schnitkey, Gary, 2014. "ARC-CO and PLC Payment Indicator for 2014 Crop Year: September 2014 WASDE U.S. Yield and Price," farmdoc daily, University of Illinois at Urbana-Champaign, Department of Agricultural and Consumer Economics, vol. 4, pages 1-4, September.
    23. Jiang, Zehui & Liu, Chao & Ganapathysubramanian, Baskar & Hayes, Dermot J. & Sarkar, Soumik, 2020. "Predicting county-scale maize yields with publicly available data," ISU General Staff Papers 202009110700001775, Iowa State University, Department of Economics.
    24. Jacob A. Mincer & Victor Zarnowitz, 1969. "The Evaluation of Economic Forecasts," NBER Chapters, in: Economic Forecasts and Expectations: Analysis of Forecasting Behavior and Performance, pages 3-46, National Bureau of Economic Research, Inc.
    25. Xiaoli L. Etienne & Scott H. Irwin & Philip Garcia, 2015. "Price Explosiveness, Speculation, and Grain Futures Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 65-87.
    26. Hoffman, Linwood A. & Irwin, Scott H. & Toasa, Jose, 2007. "Forecast Performance of Futures Price Models for Corn, Soybeans, and Wheat," 2007 Annual Meeting, July 29-August 1, 2007, Portland, Oregon 9889, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    27. Michael K. Adjemian & Valentina G. Bruno & Michel A. Robe, 2020. "Incorporating Uncertainty into USDA Commodity Price Forecasts," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(2), pages 696-712, March.
    28. Andrew McKenzie & Matthew Holt, 2002. "Market efficiency in agricultural futures markets," Applied Economics, Taylor & Francis Journals, vol. 34(12), pages 1519-1532.
    29. William G. Tomek, 1997. "Commodity Futures Prices as Forecasts," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 19(1), pages 23-44.
    30. Irwin, Scott H., 2020. "Trilogy for troubleshooting convergence: Manipulation, structural imbalance, and storage rates," Journal of Commodity Markets, Elsevier, vol. 17(C).
    31. Rogier Quaedvlieg, 2021. "Multi-Horizon Forecast Comparison," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(1), pages 40-53, January.
    32. Milacek, Trent T. & Brorsen, B. Wade, 2017. "Trading Based On Knowing The Wasde Report In Advance," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 49(3), pages 400-415, August.
    33. Colino, Evelyn V. & Irwin, Scott H. & Garcia, Philip & Etienne, Xiaoli, 2012. "Composite and Outlook Forecast Accuracy," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 37(2), pages 1-19, August.
    34. Isengildina-Massa, Olga & Karali, Berna & Irwin, Scott H., 2020. "Can Private Forecasters Beat the USDA? Analysis of Relative Accuracy of Crop Acreage and Production Forecasts," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 52(4), pages 545-561, November.
    35. Anton Pak, 2018. "Predicting crude oil prices: Replication of the empirical results in “What do we learn from the price of crude oil?”," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(1), pages 160-163, January.
    36. Linwood A. Hoffman & Xiaoli L. Etienne & Scott H. Irwin & Evelyn V. Colino & Jose I. Toasa, 2015. "Forecast performance of WASDE price projections for U.S. corn," Agricultural Economics, International Association of Agricultural Economists, vol. 46(S1), pages 157-171, November.
    37. Harvey, David & Leybourne, Stephen & Newbold, Paul, 1997. "Testing the equality of prediction mean squared errors," International Journal of Forecasting, Elsevier, vol. 13(2), pages 281-291, June.
    38. 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.
    39. Fabio L. Mattos & Rodrigo L. F. Silveira, 2016. "Futures Price Response to Crop Reports in Grain Markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(10), pages 923-942, October.
    40. Michael K. Adjemian, 2012. "Quantifying the WASDE Announcement Effect," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 94(1), pages 238-256.
    41. Adjemian, Michael K. & Garcia, Philip & Irwin, Scott & Smith, Aaron, 2013. "Non-Convergence in Domestic Commodity Futures Markets: Causes, Consequences, and Remedies," Economic Information Bulletin 155381, United States Department of Agriculture, Economic Research Service.
    42. Chavas, Jean-Paul & Pope, Rulon D. & Kao, Robert S., 1983. "An Analysis Of The Role Of Futures Prices, Cash Prices And Government Programs In Acreage Response," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 8(1), pages 1-7, July.
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    More about this item

    Keywords

    Corn; Season-average farm price; Forecast; Futures prices; Cash prices; Marketing weights;
    All these keywords.

    JEL classification:

    • 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

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