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Semi-parametric models of spatial market integration

Author

Listed:
  • Barry K. Goodwin

    (North Carolina State University)

  • Matthew T. Holt

    (Virginia Polytechnic Institute)

  • Jeffrey P. Prestemon

    (North Carolina State University)

Abstract

We develop fully flexible, semi-parametric models of price linkages in spatially distinct regional US markets for plywood and lumber products. The models are developed within the framework of generalized additive models (GAM) which are estimated using penalized maximum likelihood estimation methods and generalized cross-validation techniques. Such nonlinear models are a natural extension to an extensive literature that has developed increasingly flexible models of the Law of One Price and spatial market integration. The GAM estimates and marginal responses to price changes exhibit substantial nonlinearities. Dynamic impulse responses demonstrate significant asymmetries in price responses to exogenous shocks. The results are largely consistent with efficiently linked regional markets for lumber and plywood products in that price transmission elasticities are generally close to unity and localized market shocks evoke equilibrating adjustments in regional markets.

Suggested Citation

  • Barry K. Goodwin & Matthew T. Holt & Jeffrey P. Prestemon, 2021. "Semi-parametric models of spatial market integration," Empirical Economics, Springer, vol. 61(5), pages 2335-2361, November.
    • Handle: RePEc:spr:empeco:v:61:y:2021:i:5:d:10.1007_s00181-020-01985-2
    DOI: 10.1007/s00181-020-01985-2
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    as
    1. Linton, Oliver B., 2000. "Efficient Estimation Of Generalized Additive Nonparametric Regression Models," Econometric Theory, Cambridge University Press, vol. 16(4), pages 502-523, August.
    2. Balke, Nathan S & Fomby, Thomas B, 1997. "Threshold Cointegration," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 38(3), pages 627-645, August.
    3. Frank Asche & Shabbar Jaffry & Jessica Hartmann, 2007. "Price transmission and market integration: vertical and horizontal price linkages for salmon," Applied Economics, Taylor & Francis Journals, vol. 39(19), pages 2535-2545.
    4. Richardson, J. David, 1978. "Some empirical evidence on commodity arbitrage and the law of one price," Journal of International Economics, Elsevier, vol. 8(2), pages 341-351, May.
    5. Matthew T. Holt & Timo Teräsvirta, 2012. "Global Hemispheric Temperature Trends and Co–Shifting: A Shifting Mean Vector Autoregressive Analysis," CREATES Research Papers 2012-54, Department of Economics and Business Economics, Aarhus University.
    6. Barry K. Goodwin & Nicholas E. Piggott, 2001. "Spatial Market Integration in the Presence of Threshold Effects," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(2), pages 302-317.
    7. Lo, Ming Chien & Zivot, Eric, 2001. "Threshold Cointegration And Nonlinear Adjustment To The Law Of One Price," Macroeconomic Dynamics, Cambridge University Press, vol. 5(4), pages 533-576, September.
    8. Taylor, Alan M, 2001. "Potential Pitfalls for the Purchasing-Power-Parity Puzzle? Sampling and Specification Biases in Mean-Reversion Tests of the Law of One Price," Econometrica, Econometric Society, vol. 69(2), pages 473-498, March.
    9. Mainardi, Stefano, 2001. "Limited arbitrage in international wheat markets: threshold and smooth transition cointegration," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 45(3), pages 1-26.
    10. Kilian,Lutz & Lütkepohl,Helmut, 2018. "Structural Vector Autoregressive Analysis," Cambridge Books, Cambridge University Press, number 9781107196575.
    11. Friederike Greb & Stephan von Cramon-Taubadel & Tatyana Krivobokova & Axel Munk, 2013. "The Estimation of Threshold Models in Price Transmission Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(4), pages 900-916.
    12. Richard J. Sexton & Catherine L. Kling & Hoy F. Carman, 1991. "Market Integration, Efficiency of Arbitrage, and Imperfect Competition: Methodology and Application to U.S. Celery," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 73(3), pages 568-580.
    13. Stephan von Cramon-Taubadel & Jens-Peter Loy & Jochen Meyer, 2006. "The impact of cross-sectional data aggregation on the measurement of vertical price transmission: An experiment with German food prices," Agribusiness, John Wiley & Sons, Ltd., vol. 22(4), pages 505-522.
    14. Barry K. Goodwin & Ted C. Schroeder, 1991. "Price Dynamics in International Wheat Markets," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 39(2), pages 237-254, July.
    15. von Cramon-Taubadel, Stephan & Loy, Jens-Peter & Meyer, Jochen, 2006. "Data Aggregation and Vertical Price Transmission: An Experiment with German Food Prices," 2006 Annual Meeting, August 12-18, 2006, Queensland, Australia 25291, International Association of Agricultural Economists.
    16. Walter Enders & Matthew T. Holt, 2014. "The Evolving Relationships between Agricultural and Energy Commodity Prices: A Shifting-Mean Vector Autoregressive Analysis," NBER Chapters, in: The Economics of Food Price Volatility, pages 135-187, National Bureau of Economic Research, Inc.
    17. Ubilava, David, 2017. "The ENSO Effect and Asymmetries in Wheat Price Dynamics," World Development, Elsevier, vol. 96(C), pages 490-502.
    18. Obstfeld, Maurice & Taylor, Alan M., 1997. "Nonlinear Aspects of Goods-Market Arbitrage and Adjustment: Heckscher's Commodity Points Revisited," Journal of the Japanese and International Economies, Elsevier, vol. 11(4), pages 441-479, December.
    19. Mancuso, Anthony J. & Goodwin, Barry K. & Grennes, Thomas J., 2003. "Nonlinear aspects of capital market integration and real interest rate equalization," International Review of Economics & Finance, Elsevier, vol. 12(3), pages 283-303.
    20. Serena Ng & Timothy J. Vogelsang, 2002. "Forecasting autoregressive time series in the presence of deterministic components," Econometrics Journal, Royal Economic Society, vol. 5(1), pages 196-224, June.
    21. Teresa Serra & José M. Gil & Barry K. Goodwin, 2006. "Local polynomial fitting and spatial price relationships: price transmission in EU pork markets," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 415-436, September.
    22. Barry K. Goodwin & Matthew T. Holt & Jeffrey P. Prestemon, 2011. "North American Oriented Strand Board Markets, Arbitrage Activity, and Market Price Dynamics: A Smooth Transition Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(4), pages 993-1014.
    23. Meyer, Jochen, 2004. "Measuring market integration in the presence of transaction costs--a threshold vector error correction approach," Agricultural Economics, Blackwell, vol. 31(2-3), pages 327-334, December.
    24. Sergio H. Lence & GianCarlo Moschini & Fabio Gaetano Santeramo, 2018. "Threshold cointegration and spatial price transmission when expectations matter," Agricultural Economics, International Association of Agricultural Economists, vol. 49(1), pages 25-39, January.
    25. Serra, Teresa & Gil, Jose Maria & Goodwin, Barry K., 2006. "Local Polynomial Fitting and Spatial Price Relationships: Price Transmission in the EU Markets for Pigmeat," 2006 Annual Meeting, August 12-18, 2006, Queensland, Australia 25388, International Association of Agricultural Economists.
    26. Mundlak, Yair & Larson, Donald F, 1992. "On the Transmission of World Agricultural Prices," The World Bank Economic Review, World Bank, vol. 6(3), pages 399-422, September.
    27. Timo Teräsvirta & Chien‐Fu Lin & Clive W. J. Granger, 1993. "Power Of The Neural Network Linearity Test," Journal of Time Series Analysis, Wiley Blackwell, vol. 14(2), pages 209-220, March.
    28. Bob Baulch, 1997. "Transfer Costs, Spatial Arbitrage, and Testing for Food Market Integration," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(2), pages 477-487.
    29. Hansen, Bruce E., 1992. "Testing for parameter instability in linear models," Journal of Policy Modeling, Elsevier, vol. 14(4), pages 517-533, August.
    30. Simon N. Wood, 2004. "Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 673-686, January.
    31. Fackler, Paul L. & Goodwin, Barry K., 2001. "Spatial price analysis," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 17, pages 971-1024, Elsevier.
    32. Li, Qi, 2000. "Efficient Estimation of Additive Partially Linear Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 41(4), pages 1073-1092, November.
    33. Walter Enders & Matthew T. Holt, 2012. "Sharp Breaks or Smooth Shifts? an Investigation of the Evolution of Primary Commodity Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 94(3), pages 659-673.
    34. Lence, Sergio & Falk, Barry, 2005. "Cointegration, market integration, and market efficiency," Journal of International Money and Finance, Elsevier, vol. 24(6), pages 873-890, October.
    35. Abdulai, Awudu, 2000. "Spatial price transmission and asymmetry in the Ghanaian maize market," Journal of Development Economics, Elsevier, vol. 63(2), pages 327-349, December.
    36. Peter S. Sephton, 2003. "Spatial Market Arbitrage and Threshold Cointegration," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(4), pages 1041-1046.
    37. Alemu, Zerihun Gudeta & Worako, Tadesse Kumma, 2009. "Price Transmission and Adjustment in the Ethiopian Coffee Market," 2009 Conference, August 16-22, 2009, Beijing, China 51085, International Association of Agricultural Economists.
    38. Goodwin, Barry K. & Grennes, Thomas & Wohlgenant, Michael K., 1990. "Testing the law of one price when trade takes time," Journal of International Money and Finance, Elsevier, vol. 9(1), pages 21-40, March.
    39. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
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    4. Khalid Khan & Chi-Wei Su & Adnan Khurshid & Muhammad Umar, 2022. "Are there bubbles in the vanilla price?," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 10(1), pages 1-16, December.

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