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Regional Competitiveness in Fresh Produce Markets: Exploring Seasonal Dynamics and the Role of Energy Costs in Apple Markets

  • Wenjing Hu (a1), Dawn Thilmany McFadden (a1) and Dustin L. Pendell (a1)


The fresh produce sector is subject to season-specific market conditions so understanding differential impacts of various factors across marketing periods is important. We analyze the market structure, key factors influencing shipments, and seasonal price relationships in regional apple markets at the shipping-point and terminal-market levels using a symmetric variable threshold autoregressive model that allows threshold bands (which define price ranges considered in shipping decisions) to vary seasonally. We find that transportation costs and seasonality have a significant impact on threshold bands of market pairs and that the impact varies seasonally. This varying band across seasons may represent suppliers who perceive more or less opportunities to adjust their supply between regional markets and gain advantage by being responsive to market conditions.


Corresponding author

Correspondence: Wenjing Hu2300 Arapahoe Avenue Apt 205Boulder, CO 80302Phone 970.691.9348Email


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Agricultural Marketing Service. 2008. “2007 Census of Agriculture.AMS, U.S. Department of Agriculture, Washington, DC. Available at (accessed April 2011).
Agricultural Marketing Service. 2011. “2010 Agricultural Statistics.AMS, U.S. Department of Agriculture, Washington, DC. Available at (accessed April 2011).
Balke, N.S., and Fomby, T.B. 1997. “Threshold Cointegration.International Economic Review 38(3): 627645.
Bekkerman, A., Goodwin, B.K., and Piggott, N.E. 2013. “A Variable Threshold Band Approach to Measuring Market Linkages.Applied Economics 45(19): 27052714.
Economic Research Service. 2012. “U.S. Apple Statistics.ERS, U.S. Department of Agriculture, Washington, DC. Available at (accessed February 2012).
Energy Information Administration. 2012. “Gasoline and Diesel Fuel Update.EIA, Washington, DC. Available at (accessed February 2012).
Engle, R.F., and Granger, C.W.J. 1987. “Co-integration and Error-correction: Representation, Estimation, and Testing.Econometrica 55(2): 251276.
Goodwin, B.K. 2006. “Spatial and Vertical Price Transmission in Meat Markets.Prepared for Market Integration and Vertical and Spatial Price Transmission in Agricultural Markets workshop, University of Kentucky.
Goodwin, B.K., and Piggott, N.E. 2001. “Spatial Market Integration in the Presence of Threshold Effects.American Journal of Agricultural Economics 83(2): 302317.
Mancuso, A.J., Goodwin, B.K., and Grennes, T.J. 2003. “Nonlinear Aspects of Capital Market Integration and Real Interest Rate Equalization.International Review of Economics and Finance 12(3): 283303.
National Agricultural Statistics Service. 2009. “Noncitrus Fruits and Nuts 2008 Summary.NASS, U.S. Department of Agriculture, Washington, DC. Available at (accessed April 2011).
Ohlemeier, D. 2010. “Many Factors Affect Trucking Supply, Demand, Cost.The Packer. (accessed February 2012).
Richards, T., and Patterson, P. 2003. “Competition in Fresh Produce Markets: An Empirical Analysis of Channel Performance.ERS, U.S. Department of Agriculture, Washington, DC.
U.S. International Trade Commission. 2010. “Apples: Industry and Trade Summary.USITC, Office of Industries, Washington, DC. Available at
U.S. Census Bureau. 2010. “United States Census 2010.U.S. Department of Commerce, Washington, DC. Available at
Van Campenhout, B. 2007. “Modelling Trends in Food Market Integration: Method and an Application to Tanzanian Maize Markets.Food Policy 32(1): 112127.
Washington Secretary of State's Office. 2011. “Simply Washingtonwebsite. Olympia, WA. Available at (accessed July 2013).



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