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Microstructure and high-frequency price discovery in the soybean complex

Author

Listed:
  • Zhou, Xinquan
  • Bagnarosa, Guillaume
  • Gohin, Alexandre
  • Pennings, Joost M.E.
  • Debie, Philippe

Abstract

We develop a theoretical framework and propose a relevant empirical analysis of the soybean-complex prices’ cointegration relationships in a high-frequency setting. We allow for heterogeneous expectations among traders on the multi-asset price dynamics and characterize the resulting market behaviour. We demonstrate that the asset prices’ autoregressive matrix rank and the speed of reversion towards the long-term equilibrium are related to the market realized and potential liquidity, unlike the cointegrating vector. Our empirical application to the soybean complex, where we control for volatility, supports our theoretical results when the price idleness of the different assets is properly accounted for. Our analysis further suggests that the presence of cointegration among assets is related to the time of day and the contract maturities traded at a given time.

Suggested Citation

  • Zhou, Xinquan & Bagnarosa, Guillaume & Gohin, Alexandre & Pennings, Joost M.E. & Debie, Philippe, 2023. "Microstructure and high-frequency price discovery in the soybean complex," Journal of Commodity Markets, Elsevier, vol. 30(C).
  • Handle: RePEc:eee:jocoma:v:30:y:2023:i:c:s2405851323000041
    DOI: 10.1016/j.jcomm.2023.100314
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    as
    1. Büyükşahin, Bahattin & Robe, Michel A., 2014. "Speculators, commodities and cross-market linkages," Journal of International Money and Finance, Elsevier, vol. 42(C), pages 38-70.
    2. Adem Atmaz & Suleyman Basak, 2018. "Belief Dispersion in the Stock Market," Journal of Finance, American Finance Association, vol. 73(3), pages 1225-1279, June.
    3. Bradley, Michael G. & Lumpkin, Stephen A., 1992. "The Treasury Yield Curve as a Cointegrated System," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(3), pages 449-463, September.
    4. Williams,Jeffrey C. & Wright,Brian D., 2005. "Storage and Commodity Markets," Cambridge Books, Cambridge University Press, number 9780521023399, September.
    5. Bessembinder, Hendrik & Seguin, Paul J., 1993. "Price Volatility, Trading Volume, and Market Depth: Evidence from Futures Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(1), pages 21-39, March.
    6. Trujillo-Barrera, Andres & Mallory, Mindy L. & Garcia, Philip, 2012. "Volatility Spillovers in U.S. Crude Oil, Ethanol, and Corn Futures Markets," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 37(2), pages 1-16, August.
    7. He, Xiaojun & Velu, Raja, 2014. "Volume and Volatility in a Common-Factor Mixture of Distributions Model," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(1), pages 33-49, February.
    8. 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.
    9. Dewachter, Hans & Iania, Leonardo, 2011. "An Extended Macro-Finance Model with Financial Factors," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1893-1916, December.
    10. R. H. Shumway & D. S. Stoffer, 1982. "An Approach To Time Series Smoothing And Forecasting Using The Em Algorithm," Journal of Time Series Analysis, Wiley Blackwell, vol. 3(4), pages 253-264, July.
    11. Darolles, Serge & Le Fol, Gaëlle & Mero, Gulten, 2017. "Mixture of distribution hypothesis: Analyzing daily liquidity frictions and information flows," Journal of Econometrics, Elsevier, vol. 201(2), pages 367-383.
    12. John B. Mitchell, 2010. "Soybean Futures Crush Spread Arbitrage: Trading Strategies and Market Efficiency," JRFM, MDPI, vol. 3(1), pages 1-34, December.
    13. Ziran Li & Dermot J. Hayes, 2022. "The hedging pressure hypothesis and the risk premium in the soybean reverse crush spread," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(3), pages 428-445, March.
    14. Xiaoli Liao Etienne & Scott H. Irwin & Philip Garcia, 2015. "$25 spring wheat was a bubble, right?," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(1), pages 114-132, May.
    15. Suleyman Basak & Anna Pavlova, 2016. "A Model of Financialization of Commodities," Journal of Finance, American Finance Association, vol. 71(4), pages 1511-1556, August.
    16. Alvaro Escribano & Santiago Mira, 2002. "Nonlinear error correction models," Journal of Time Series Analysis, Wiley Blackwell, vol. 23(5), pages 509-522, September.
    17. Dorfmann, Jeffrey & Karali, Berna, 2015. "A Nonparametric Search for Information Effects from USDA Reports," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 40(1), pages 1-20.
    18. Gary B. Gorton & Fumio Hayashi & K. Geert Rouwenhorst, 2013. "The Fundamentals of Commodity Futures Returns," Review of Finance, European Finance Association, vol. 17(1), pages 35-105.
    19. Quanbiao Shang & Mindy Mallory & Philip Garcia, 2018. "The components of the bid†ask spread: Evidence from the corn futures market," Agricultural Economics, International Association of Agricultural Economists, vol. 49(3), pages 381-393, May.
    20. Mehdi Arzandeh & Julieta Frank, 2019. "Price Discovery in Agricultural Futures Markets: Should We Look beyond the Best Bid-Ask Spread?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(5), pages 1482-1498.
    21. John Hua Fan & Adrian Fernandez‐Perez & Ana‐Maria Fuertes & Joëlle Miffre, 2020. "Speculative pressure," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(4), pages 575-597, April.
    22. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    23. Escribano, Alvaro, 2004. "Nonlinear Error Correction: The Case Of Money Demand In The United Kingdom (1878–2000)," Macroeconomic Dynamics, Cambridge University Press, vol. 8(1), pages 76-116, February.
    24. Anabelle Couleau & Teresa Serra & Philip Garcia, 2020. "Are Corn Futures Prices Getting “Jumpy”?," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(2), pages 569-588, March.
    25. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    26. Chen, Gong-meng & Firth, Michael & Meng Rui, Oliver, 2002. "Stock market linkages: Evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 26(6), pages 1113-1141, June.
    27. Acharya, Viral V. & Lochstoer, Lars A. & Ramadorai, Tarun, 2013. "Limits to arbitrage and hedging: Evidence from commodity markets," Journal of Financial Economics, Elsevier, vol. 109(2), pages 441-465.
    28. Lo, Andrew W. & Craig MacKinlay, A., 1990. "An econometric analysis of nonsynchronous trading," Journal of Econometrics, Elsevier, vol. 45(1-2), pages 181-211.
    29. Raymond P. H. Fishe & Joseph P. Janzen & Aaron Smith, 2014. "Hedging and Speculative Trading in Agricultural Futures Markets," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(2), pages 542-556.
    30. Hansen, Peter R. & Lunde, Asger, 2006. "Realized Variance and Market Microstructure Noise," Journal of Business & Economic Statistics, American Statistical Association, vol. 24, pages 127-161, April.
    31. David P. Simon, 1999. "The soybean crush spread: Empirical evidence and trading strategies," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(3), pages 271-289, May.
    32. Hakkio, Craig S. & Rush, Mark, 1991. "Cointegration: how short is the long run?," Journal of International Money and Finance, Elsevier, vol. 10(4), pages 571-581, December.
    33. Hong, Harrison & Yogo, Motohiro, 2012. "What does futures market interest tell us about the macroeconomy and asset prices?," Journal of Financial Economics, Elsevier, vol. 105(3), pages 473-490.
    34. Itay Goldstein & Liyan Yang, 2022. "Commodity Financialization and Information Transmission," Journal of Finance, American Finance Association, vol. 77(5), pages 2613-2667, October.
    35. Tauchen, George E & Pitts, Mark, 1983. "The Price Variability-Volume Relationship on Speculative Markets," Econometrica, Econometric Society, vol. 51(2), pages 485-505, March.
    36. Epps, Thomas W & Epps, Mary Lee, 1976. "The Stochastic Dependence of Security Price Changes and Transaction Volumes: Implications for the Mixture-of-Distributions Hypothesis," Econometrica, Econometric Society, vol. 44(2), pages 305-321, March.
    37. Arthur Beddock & Elyès Jouini, 2020. "Live fast, die young: equilibrium and survival in large economies," PSE-Ecole d'économie de Paris (Postprint) halshs-03048812, HAL.
    38. repec:cup:jfinqa:v:46:y:2011:i:06:p:1893-1916_00 is not listed on IDEAS
    39. Duchin, Ran & Levy, Moshe, 2010. "Disagreement, Portfolio Optimization, and Excess Volatility," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 623-640, June.
    40. Joseph P. Janzen & Michael K. Adjemian, 2017. "Estimating the Location of World Wheat Price Discovery," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(5), pages 1188-1207.
    41. Wenjin Kang & K. Geert Rouwenhorst & Ke Tang, 2020. "A Tale of Two Premiums: The Role of Hedgers and Speculators in Commodity Futures Markets," Journal of Finance, American Finance Association, vol. 75(1), pages 377-417, February.
    42. Qingfeng Wilson Liu & Hui He Sono, 2016. "Empirical Properties, Information Flow, and Trading Strategies of China's Soybean Crush Spread," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(11), pages 1057-1075, November.
    43. Rolf Larsson & Johan Lyhagen & Mickael Lothgren, 2001. "Likelihood-based cointegration tests in heterogeneous panels," Econometrics Journal, Royal Economic Society, vol. 4(1), pages 1-41.
    44. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    45. Han, Yufeng & Hu, Ting & Yang, Jian, 2016. "Are there exploitable trends in commodity futures prices?," Journal of Banking & Finance, Elsevier, vol. 70(C), pages 214-234.
    46. Giuseppe Buccheri & Fulvio Corsi & Stefano Peluso, 2021. "High-Frequency Lead-Lag Effects and Cross-Asset Linkages: A Multi-Asset Lagged Adjustment Model," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(3), pages 605-621, July.
    47. Hasbrouck, Joel, 1995. "One Security, Many Markets: Determining the Contributions to Price Discovery," Journal of Finance, American Finance Association, vol. 50(4), pages 1175-1199, September.
    48. Óscar Carchano & Ángel Pardo, 2009. "Rolling over stock index futures contracts," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(7), pages 684-694, July.
    49. Mehdi Arzandeh & Julieta Frank, 2019. "Price Discovery in Agricultural Futures Markets: Should We Look beyond the Best Bid‐Ask Spread?," American Journal of Agricultural Economics, John Wiley & Sons, vol. 101(5), pages 1482-1498, October.
    50. Byeongchan Seong & Sung K. Ahn & Peter A. Zadrozny, 2013. "Estimation of vector error correction models with mixed-frequency data," Journal of Time Series Analysis, Wiley Blackwell, vol. 34(2), pages 194-205, March.
    51. W. Brian Barrett & Robert W. Kolb, 1995. "Analysis of spreads in agricultural futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 15(1), pages 69-86, February.
    52. Robert L. Johnson & Carl R. Zulauf & Scott H. Irwin & Mary E. Gerlow, 1991. "The soybean complex spread: An examination of market efficiency from the viewpoint of a production process," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 11(1), pages 25-37, February.
    53. Baillie, Richard T. & Geoffrey Booth, G. & Tse, Yiuman & Zabotina, Tatyana, 2002. "Price discovery and common factor models," Journal of Financial Markets, Elsevier, vol. 5(3), pages 309-321, July.
    54. Giuseppe Buccheri & Giacomo Bormetti & Fulvio Corsi & Fabrizio Lillo, 2021. "A Score-Driven Conditional Correlation Model for Noisy and Asynchronous Data: An Application to High-Frequency Covariance Dynamics," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(4), pages 920-936, October.
    55. 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.
    56. Dominic Rechner & Geoffrey Poitras, 1993. "Putting on the crush: Day trading the soybean complex spread," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 13(1), pages 61-75, February.
    57. Anabelle Couleau & Teresa Serra & Philip Garcia, 2019. "Microstructure Noise and Realized Variance in the Live Cattle Futures Market," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(2), pages 563-578.
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