IDEAS home Printed from https://ideas.repec.org/p/cdp/texdis/td120.html
   My bibliography  Save this paper

Time series analysis of monthly beef cattle prices with non-linear autoregressive models

Author

Listed:
  • Antonio Aguirre
  • Luis A. Aguirre

Abstract

This paper analyzes the dynamics underlying a time series of the monthly average beef cattle price received by producers in the State of São Paulo (Brazil). The time series under study records monthly prices since 1954. An exploratory analysis suggested that after a period of intense government intervention in the cattle and beef markets, the underlying dynamics seem to be settling to a pattern similar to the one observed prior to that period. In order to try to verify if the underlying dynamics after the interventionist phase are similar to those in former times, a forecasting procedure has been used based on non-linear autoregressive models. This type of models were used after the BDS test showed significant results which can be interpreted as non-linearities in the data. The results discussed in the paper seem to suggest that after a period of intense interventions that lasted over two decades, the current underlying dynamics are close (from a forecasting point of view) to those observed more than thirty years ago.

Suggested Citation

  • Antonio Aguirre & Luis A. Aguirre, 1998. "Time series analysis of monthly beef cattle prices with non-linear autoregressive models," Textos para Discussão Cedeplar-UFMG td120, Cedeplar, Universidade Federal de Minas Gerais.
  • Handle: RePEc:cdp:texdis:td120
    as

    Download full text from publisher

    File URL: https://www.cedeplar.ufmg.br/pesquisas/td/TD%20120.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Antonio Aguirre, 1997. "Testing for seasonal unit roots in a quarterly series of beef cattle prices in the state of São Paulo (Brazil)," Textos para Discussão Cedeplar-UFMG td115, Cedeplar, Universidade Federal de Minas Gerais.
    2. Ramsey James B., 1996. "If Nonlinear Models Cannot Forecast, What Use Are They?," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 1(2), pages 1-24, July.
    3. Rosen, Sherwin & Murphy, Kevin M & Scheinkman, Jose A, 1994. "Cattle Cycles," Journal of Political Economy, University of Chicago Press, vol. 102(3), pages 468-492, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jesús Fernández-Villaverde & Juan F. Rubio-Ramirez, 2001. "Comparing dynamic equilibrium economies to data," FRB Atlanta Working Paper 2001-23, Federal Reserve Bank of Atlanta.
    2. Kian-Ping Lim & Melvin J. Hinich & Venus Khim-Sen Liew, 2005. "Statistical Inadequacy of GARCH Models for Asian Stock Markets," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 4(3), pages 263-279, December.
    3. Aadland, David, 2004. "Cattle cycles, heterogeneous expectations and the age distribution of capital," Journal of Economic Dynamics and Control, Elsevier, vol. 28(10), pages 1977-2002, September.
    4. Zhao, Zishun & Wahl, Thomas I. & Marsh, Thomas L., 2006. "Invasive Species Management: Foot-and-Mouth Disease in the U.S. Beef Industry," Agricultural and Resource Economics Review, Cambridge University Press, vol. 35(1), pages 98-115, April.
    5. David Aadland & DeeVon Bailey & S. Feng, "undated". "A theoretical and empirical investigation of the supply response in the U.S. beef-cattle industry," Working Papers 2000-12, Utah State University, Department of Economics.
    6. Lynn Hunnicutt & David Aadland, 2002. "Market Power with Dynamic Invertory Constraints: The Bias in Standard Measures," Working Papers 2002-15, Utah State University, Department of Economics.
    7. Hennessy, David A., 2006. "Feeding and the Equilibrium Feeder Animal Price-Weight Schedule," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 31(2), pages 1-23, August.
    8. Hommes, Cars & Lux, Thomas, 2013. "Individual Expectations And Aggregate Behavior In Learning-To-Forecast Experiments," Macroeconomic Dynamics, Cambridge University Press, vol. 17(2), pages 373-401, March.
    9. Matthew T. Holt & Andrew M. McKenzie, 2003. "Quasi-rational and ex ante price expectations in commodity supply models: an empirical analysis of the US broiler market," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(4), pages 407-426.
    10. Brester, Gary W. & Marsh, John M., 2001. "The Effects Of U.S. Meat Packing And Livestock Production Technologies On Marketing Margins And Prices," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 26(2), pages 1-18, December.
    11. Kian-Ping Lim & Melvin J. Hinich, 2005. "Cross-temporal universality of non-linear dependencies in Asian stock markets," Economics Bulletin, AccessEcon, vol. 7(1), pages 1-6.
    12. David Aadland, "undated". "The economics of cattle supply," Working Papers 2000-11, Utah State University, Department of Economics.
    13. Dr Alicia Rambaldi & Bortolussi, 2004. "Interactions of Source State and Market Price Trends for Cattle of Korean, Japanese and USA Market Specifications," Discussion Papers Series 334, School of Economics, University of Queensland, Australia.
    14. Francis X. Diebold, 1998. "The Past, Present, and Future of Macroeconomic Forecasting," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 175-192, Spring.
    15. M. Scott Taylor, 2011. "Buffalo Hunt: International Trade and the Virtual Extinction of the North American Bison," American Economic Review, American Economic Association, vol. 101(7), pages 3162-3195, December.
    16. Jesús Fernández-Villaverde & Juan F. Rubio-Ramírez & Thomas J. Sargent & Mark W. Watson, 2007. "ABCs (and Ds) of Understanding VARs," American Economic Review, American Economic Association, vol. 97(3), pages 1021-1026, June.
    17. Rapach, David E. & Wohar, Mark E., 2006. "The out-of-sample forecasting performance of nonlinear models of real exchange rate behavior," International Journal of Forecasting, Elsevier, vol. 22(2), pages 341-361.
    18. SaangJoon Baak, 1999. "Heterogeneous Expectations, Market Dynamics, and Social Welfare," Computing in Economics and Finance 1999 222, Society for Computational Economics.
    19. Zhao, Huan, 2011. "Four Market Studies for the Beef and Electric Power Industries," ISU General Staff Papers 201101010800001360, Iowa State University, Department of Economics.
    20. Francis X. Diebold & Lee E. Ohanian & Jeremy Berkowitz, 1998. "Dynamic Equilibrium Economies: A Framework for Comparing Models and Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 433-451.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cdp:texdis:td120. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Gustavo Britto (email available below). General contact details of provider: https://edirc.repec.org/data/pufmgbr.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.