Causality And Price Discovery: An Application Of Directed Acyclic Graphs
AbstractDirected 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.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by University of Maryland, Department of Agricultural and Resource Economics in its series Working Papers with number 28588.
Date of creation: 2002
Date of revision:
Demand and Price Analysis; Marketing;
Other versions of this item:
- Michael S. Haigh & David A. Bessler, 2004. "Causality and Price Discovery: An Application of Directed Acyclic Graphs," The Journal of Business, University of Chicago Press, vol. 77(4), pages 1099-1121, October.
- Haigh, Michael S. & Bessler, David A., 2002. "Causality And Price Discovery: An Application Of Directed Acyclic Graphs," 2002 Conference, April 22-23, 2002, St. Louis, Missouri 19057, NCR-134 Conference on Applied Commodity Price Analysis, Forecasting, and Market Risk Management.
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- 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.
- 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.
- Peter C.B. Phillips, 1995.
"Impulse Response and Forecast Error Variance Asymptotics in Nonstationary VAR's,"
Cowles Foundation Discussion Papers
1102, Cowles Foundation for Research in Economics, Yale University.
- 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.
- Johansen, S., 1991.
"Determination of Cointegration Rank in the Presence of a Linear Trend,"
76a, Helsinki - Department of Economics.
- 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 383-97, August.
- Cooley, Thomas F. & Leroy, Stephen F., 1985. "Atheoretical macroeconometrics: A critique," Journal of Monetary Economics, Elsevier, vol. 16(3), pages 283-308, November.
- Ben S. Bernanke, 1986.
"Alternative Explanations of the Money-Income Correlation,"
NBER Working Papers
1842, National Bureau of Economic Research, Inc.
- 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.
- 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.
- Gonzalo, Jesus, 1994. "Five alternative methods of estimating long-run equilibrium relationships," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 203-233.
- Lee, Tae-Hwy & Tse, Yiuman, 1996. "Cointegration tests with conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 73(2), pages 401-410, August.
- Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
- 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.
- Goodwin, Barry K. & Piggott, Nicholas E., 1999.
"Spatial Market Integration In The Presence Of Threshold Effects,"
1999 Annual meeting, August 8-11, Nashville, TN
21489, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- 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.
- 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 1057-72, June.
- 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.
- 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.
- 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.
- 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.
- Godfrey,L. G., 1991. "Misspecification Tests in Econometrics," Cambridge Books, Cambridge University Press, number 9780521424592, December.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Wang, Zijun, 2012. "The causal structure of bond yields," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(1), pages 93-102.
- 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.
- Ayyagari, Meghana & Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2006.
"How important are financing constraints ? The role of finance in the business environment,"
Policy Research Working Paper Series
3820, The World Bank.
- 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.
- Wang, Zijun, 2010. "Dynamics and causality in industry-specific volatility," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1688-1699, July.
- Bryant, Henry L. & Bessler, David A. & Haigh, Michael S., 2003. "Causality In Futures Markets," Working Papers 28574, University of Maryland, Department of Agricultural and Resource Economics.
- 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.
- 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.
- 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.
- Andrew Rettenmaier & Zijun Wang, 2013. "What determines health: a causal analysis using county level data," The European Journal of Health Economics, Springer, vol. 14(5), pages 821-834, October.
- 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.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (AgEcon Search).
If references are entirely missing, you can add them using this form.