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Causality And Price Discovery: An Application Of Directed Acyclic Graphs

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  • Haigh, Michael S.
  • Bessler, David A.

Abstract

Directed Acyclic Graphs (DAG's) and Error Correction Models (ECM's) are employed to analyze questions of price discovery between spatially separated commodity markets and the transportation market linking them together. Results from our analysis suggest these markets are highly interconnected but it is the inland commodity market that is strongly influenced by both the transportation and commodity export markets. However, the commodity markets affect the volatility of the transportation market over longer horizons. Our results suggest that transportation rates are critical in the price discovery process lending support for the recent development of exchange traded barge rate futures contracts.

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  • Haigh, Michael S. & Bessler, David A., 2002. "Causality And Price Discovery: An Application Of Directed Acyclic Graphs," Working Papers 28588, University of Maryland, Department of Agricultural and Resource Economics.
  • Handle: RePEc:ags:umdrwp:28588
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    1. Osterwald-Lenum, Michael, 1992. "A Note with Quantiles of the Asymptotic Distribution of the Maximum Likelihood Cointegration Rank Test Statistics," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 461-472, August.
    2. 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.
    3. Johansen, Soren, 1992. "Determination of Cointegration Rank in the Presence of a Linear Trend," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 383-397, August.
    4. Phillips, Peter C. B., 1998. "Impulse response and forecast error variance asymptotics in nonstationary VARs," Journal of Econometrics, Elsevier, vol. 83(1-2), pages 21-56.
    5. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    6. David A. Bessler & Derya G. Akleman, 1998. "Farm Prices, Retail Prices, and Directed Graphs: Results for Pork and Beef," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(5), pages 1144-1149.
    7. Phillips, Peter C B, 1994. "Some Exact Distribution Theory for Maximum Likelihood Estimators of Cointegrating Coefficients in Error Correction Models," Econometrica, Econometric Society, vol. 62(1), pages 73-93, January.
    8. Geraci, Vincent J & Prewo, Wilfried, 1977. "Bilateral Trade Flows and Transport Costs," The Review of Economics and Statistics, MIT Press, vol. 59(1), pages 67-74, February.
    9. Gonzalo, Jesus, 1994. "Five alternative methods of estimating long-run equilibrium relationships," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 203-233.
    10. Bernanke, Ben S., 1986. "Alternative explanations of the money-income correlation," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 25(1), pages 49-99, January.
    11. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    12. Johansen, Soren, 1995. "Identifying restrictions of linear equations with applications to simultaneous equations and cointegration," Journal of Econometrics, Elsevier, vol. 69(1), pages 111-132, September.
    13. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    14. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    15. Lee, Tae-Hwy & Tse, Yiuman, 1996. "Cointegration tests with conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 73(2), pages 401-410, August.
    16. Michael S. Haigh & Matthew T. Holt, 2000. "Hedging Multiple Price Uncertainty in International Grain Trade," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(4), pages 881-896.
    17. Bessler, David A. & Fuller, Stephen W., 2000. "Railroad wheat transportation markets in the central plains: modeling with error correction and directed graphs," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 36(1), pages 21-39, March.
    18. Juselius, Katarina, 1995. "Do purchasing power parity and uncovered interest rate parity hold in the long run? An example of likelihood inference in a multivariate time-series model," Journal of Econometrics, Elsevier, vol. 69(1), pages 211-240, September.
    19. Cooley, Thomas F. & Leroy, Stephen F., 1985. "Atheoretical macroeconometrics: A critique," Journal of Monetary Economics, Elsevier, vol. 16(3), pages 283-308, November.
    20. Haigh, Michael S. & Bryant, Henry L., 2001. "The effect of barge and ocean freight price volatility in international grain markets," Agricultural Economics, Blackwell, vol. 25(1), pages 41-58, June.
    21. Swanson, N.R. & Granger, C.W.J., 1994. "Impulse Response Functions Based on Causal Approach to Residual Orthogonalization in Vector Autoregressions," Papers 9-94-1, Pennsylvania State - Department of Economics.
    22. 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.
    23. Kavussanos, Manolis G. & Nomikos, Nikos K., 2000. "Constant vs. time-varying hedge ratios and hedging efficiency in the BIFFEX market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 36(4), pages 229-248, December.
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    Cited by:

    1. Alessio Moneta, 2003. "Graphical Models for Structural Vector Autoregressions," LEM Papers Series 2003/07, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    2. Henry L. Bryant & David A. Bessler & Michael S. Haigh, 2006. "Causality in futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 26(11), pages 1039-1057, November.
    3. Xu, Xiaojie, 2014. "Causality and Price Discovery in U.S. Corn Markets: An Application of Error Correction Modeling and Directed Acyclic Graphs," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 169806, Agricultural and Applied Economics Association.
    4. Michael Margolis, 2017. "Graphs as a Tool for the Close Reading of Econometrics (Settler Mortality is not a Valid Instrument for Institutions)," Economic Thought, World Economics Association, vol. 6(1), pages 56-82, March.
    5. Peter G. Fennell & David O'Sullivan & Antoine Godin & Stephen Kinsella, 2014. "Visualising stock flow consistent models as directed acyclic graphs," Papers 1409.4541, arXiv.org.
    6. Wang, Zijun, 2012. "The causal structure of bond yields," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(1), pages 93-102.
    7. Yang, Jian, 2005. "International bond market linkages: a structural VAR analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(1), pages 39-54, January.
    8. Meghana Ayyagari & Asli Demirgüç-Kunt & Vojislav Maksimovic, 2008. "How Important Are Financing Constraints? The Role of Finance in the Business Environment," World Bank Economic Review, World Bank Group, vol. 22(3), pages 483-516, November.
    9. Babula, Ronald A. & Bessler, David A. & Reeder, John & Somwaru, Agapi, 2004. "Modeling U.S. Soy-Based Markets with Directed Acyclic Graphs and Bernanke Structural VAR Methods: The Impacts of High Soy Meal and Soybean Prices," Journal of Food Distribution Research, Food Distribution Research Society, vol. 35(03), November.
    10. Henry L. Bryant & David A. Bessler & Michael S. Haigh, 2009. "Disproving Causal Relationships Using Observational Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(3), pages 357-374, June.
    11. Alessio Moneta, 2008. "Graphical causal models and VARs: an empirical assessment of the real business cycles hypothesis," Empirical Economics, Springer, vol. 35(2), pages 275-300, September.
    12. Delphine Lautier & Franck Raynaud, 2012. "Systemic risk in energy derivative markets: a graph theory analysis," Post-Print halshs-00738201, HAL.
    13. Wang, Zijun, 2010. "Dynamics and causality in industry-specific volatility," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1688-1699, July.
    14. Andrew Rettenmaier & Zijun Wang, 2013. "What determines health: a causal analysis using county level data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(5), pages 821-834, October.
    15. Xiaojie Xu, 2017. "Contemporaneous causal orderings of US corn cash prices through directed acyclic graphs," Empirical Economics, Springer, vol. 52(2), pages 731-758, March.
    16. Bizimana, Jean-Claude & Bessler, David A. & Angerer, Jay P., 2013. "Impact of Market Information System (E-Soko) on Beans Markets Integration: Case of Rwanda," 2013 Annual Meeting, February 2-5, 2013, Orlando, Florida 142734, Southern Agricultural Economics Association.
    17. Anton-Erxleben, Katharina & Kibriya, Shahriar & Zhang, Yu, 2016. "Bullying as the main driver of low performance in schools: Evidence from Botswana, Ghana, and South Africa," MPRA Paper 75555, University Library of Munich, Germany.
    18. Yang, Jian & Bessler, David A., 2008. "Contagion around the October 1987 stock market crash," European Journal of Operational Research, Elsevier, vol. 184(1), pages 291-310, January.
    19. Bizimana, Jean-Claude & Bessler, David A. & Angerer, Jay P., 2016. "The 2010-2011 Drought Impacts on Cattle Market Integration in the Horn of Africa: A preliminary Evaluation using VAR and Structural Break Analysis," 2016 Annual Meeting, February 6-9, 2016, San Antonio, Texas 229991, Southern Agricultural Economics Association.
    20. Alessio Moneta & Peter Spirtes, 2005. "Graph-Based Search Procedure for Vector Autoregressive Models," LEM Papers Series 2005/14, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    21. Power, Gabriel J. & Vedenov, Dmitry V., 2009. "The Price Shock Transmission during the 2007-2008 Commodity Bull Cycle: A Structural Vector Auto-Regression Approach to the "Chicken-or-Egg" Problem," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49538, Agricultural and Applied Economics Association.
    22. Franken, Jason R.V. & Cook, Michael L., 2013. "Impact of Board Structure and Process on Cooperative Performance," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 149420, Agricultural and Applied Economics Association.
    23. Etienne, Xiaoli L. & Irwin, Scott H. & Garcia, Philip, 2013. "Dissecting Corn Price Movements with Directed Acyclic Graphs," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 151279, Agricultural and Applied Economics Association.
    24. Etienne, Xiaoli L. & Hoffman, Linwood A., 2015. "Price Discovery and Risk Management in the U.S. Distiller’s Grain Markets," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205125, Agricultural and Applied Economics Association;Western Agricultural Economics Association.

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    Demand and Price Analysis; Marketing;

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