IDEAS home Printed from https://ideas.repec.org/p/ags/aaea03/21963.html
   My bibliography  Save this paper

How To Group Market Participants? Heterogeneity In Hedging Behavior

Author

Listed:
  • Pennings, Joost M.E.
  • Garcia, Philip
  • Irwin, Scott H.
  • Good, Darrel L.

Abstract

Using a generalized mixture model, we model individual heterogeneity by identifying groups of participants that respond in a similar manner to the determinants of economic behavior. The procedure emphasizes the role of theory as the determinants of behavior are used to simultaneously explain market activities and to discriminate among groups of market participants. We show the appealing properties of this modeling approach by comparing it with two often used grouping methods in an empirical study in which we estimate the factors affecting market participants' hedging behavior.

Suggested Citation

  • Pennings, Joost M.E. & Garcia, Philip & Irwin, Scott H. & Good, Darrel L., 2003. "How To Group Market Participants? Heterogeneity In Hedging Behavior," 2003 Annual meeting, July 27-30, Montreal, Canada 21963, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    • Handle: RePEc:ags:aaea03:21963
    DOI: 10.22004/ag.econ.21963
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/21963/files/sp03pe01.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.22004/ag.econ.21963?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. James J. Heckman, 2001. "Micro Data, Heterogeneity, and the Evaluation of Public Policy: Nobel Lecture," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 673-748, August.
    2. Calum G. Turvey & Timothy G. Baker, 1990. "A Farm-Level Financial Analysis of Farmers' Use of Futures and Options under Alternative Farm Programs," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(4), pages 946-957.
    3. Wayne DeSarbo & William Cron, 1988. "A maximum likelihood methodology for clusterwise linear regression," Journal of Classification, Springer;The Classification Society, vol. 5(2), pages 249-282, September.
    4. Jennifer Lynch Koski & Jeffrey Pontiff, 1999. "How Are Derivatives Used? Evidence from the Mutual Fund Industry," Journal of Finance, American Finance Association, vol. 54(2), pages 791-816, April.
    5. Mian, Shehzad L., 1996. "Evidence on Corporate Hedging Policy," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(3), pages 419-439, September.
    6. Michel Wedel & Wayne DeSarbo, 1995. "A mixture likelihood approach for generalized linear models," Journal of Classification, Springer;The Classification Society, vol. 12(1), pages 21-55, March.
    7. Joost M.E. Pennings & Ale Smidts, 2000. "Assessing the Construct Validity of Risk Attitude," Management Science, INFORMS, vol. 46(10), pages 1337-1348, October.
    8. Barry K. Goodwin & Ted C. Schroeder, 1994. "Human Capital, Producer Education Programs, and the Adoption of Forward-Pricing Methods," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 76(4), pages 936-947.
    9. Joost M.E. Pennings & Philip Garcia, 2001. "Measuring Producers' Risk Preferences: A Global Risk-Attitude Construct," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(4), pages 993-1009.
    10. John R. Graham & Daniel A. Rogers, 2002. "Do Firms Hedge in Response to Tax Incentives?," Journal of Finance, American Finance Association, vol. 57(2), pages 815-839, April.
    11. repec:bla:jfinan:v:53:y:1998:i:3:p:1015-1052 is not listed on IDEAS
    12. Tufano, Peter, 1996. "Who Manages Risk? An Empirical Examination of Risk Management Practices in the Gold Mining Industry," Journal of Finance, American Finance Association, vol. 51(4), pages 1097-1137, September.
    13. Berthold Herrendorf & Akos Valentinyi & Robert Waldmann, 2000. "Ruling Out Multiplicity and Indeterminacy: The Role of Heterogeneity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(2), pages 295-307.
    14. Jaume Ventura & Francesco Caselli, 2000. "A Representative Consumer Theory of Distribution," American Economic Review, American Economic Association, vol. 90(4), pages 909-926, September.
    15. Kaye Basford & Geoffrey McLachlan, 1985. "The mixture method of clustering applied to three-way data," Journal of Classification, Springer;The Classification Society, vol. 2(1), pages 109-125, December.
    16. Froot, Kenneth A & Scharfstein, David S & Stein, Jeremy C, 1993. "Risk Management: Coordinating Corporate Investment and Financing Policies," Journal of Finance, American Finance Association, vol. 48(5), pages 1629-1658, December.
    17. Joost M.E. Pennings & Raymond M. Leuthold, 2000. "The Role of Farmers' Behavioral Attitudes and Heterogeneity in Futures Contracts Usage," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(4), pages 908-919.
    18. Green, Paul E & Carmone, Frank J & Wachspress, David P, 1976. "Consumer Segmentation via Latent Class Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 3(3), pages 170-174, December.
    19. Holthausen, Duncan M, 1979. "Hedging and the Competitive Firm under Price Uncertainty," American Economic Review, American Economic Association, vol. 69(5), pages 989-995, December.
    20. Ale Smidts, 1997. "The Relationship Between Risk Attitude and Strength of Preference: A Test of Intrinsic Risk Attitude," Management Science, INFORMS, vol. 43(3), pages 357-370, March.
    21. Nance, Deana R & Smith, Clifford W, Jr & Smithson, Charles W, 1993. "On the Determinants of Corporate Hedging," Journal of Finance, American Finance Association, vol. 48(1), pages 267-284, March.
    22. Rolfo, Jacques, 1980. "Optimal Hedging under Price and Quantity Uncertainty: The Case of a Cocoa Producer," Journal of Political Economy, University of Chicago Press, vol. 88(1), pages 100-116, February.
    23. Larry D. Makus & Biing-Hwan Lin & John Carlson & Rose Krebill-Prather, 1990. "Factors influencing farm level use of futures and options in commodity marketing," Agribusiness, John Wiley & Sons, Ltd., vol. 6(6), pages 621-631.
    24. B.I. Shapiro & B. Wade Brorsen, 1988. "Factors Affecting Farmers' Hedging Decisions," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 10(2), pages 145-153.
    25. G. David Haushalter, 2000. "Financing Policy, Basis Risk, and Corporate Hedging: Evidence from Oil and Gas Producers," Journal of Finance, American Finance Association, vol. 55(1), pages 107-152, February.
    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. Pennings, Joost M. E. & Garcia, Philip, 2004. "Hedging behavior in small and medium-sized enterprises: The role of unobserved heterogeneity," Journal of Banking & Finance, Elsevier, vol. 28(5), pages 951-978, May.
    2. Pennings, Joost M.E. & Garcia, Philip & Irwin, Scott H., 2011. "Accounting for Heterogeneity in Hedging Behavior: Comparing & Evaluating Grouping Methods," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 114787, European Association of Agricultural Economists.
    3. Joost M.E. Pennings & Raymond M. Leuthold, 1999. "Commodity Futures Contract Viability: A Multidisciplinary Approach," Finance 9905002, University Library of Munich, Germany.
    4. Bartram, Söhnke M. & Brown, Gregory W. & Conrad, Jennifer, 2011. "The Effects of Derivatives on Firm Risk and Value," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(4), pages 967-999, August.
    5. Pennings, Joost M. E., 2002. "Pulling the trigger or not: Factors affecting behavior of initiating a position in derivatives markets," Journal of Economic Psychology, Elsevier, vol. 23(2), pages 263-278, April.
    6. Lutz Hahnenstein & Klaus Röder, 2007. "Who hedges more when leverage is endogenous? A testable theory of corporate risk management under general distributional conditions," Review of Quantitative Finance and Accounting, Springer, vol. 28(4), pages 353-391, May.
    7. B. Charumathi & Hima Bindu Kota, 2012. "On the Determinants of Derivative Usage by Large Indian Non-financial Firms," Global Business Review, International Management Institute, vol. 13(2), pages 251-267, June.
    8. Hagelin, Niclas & Pramborg, Bengt, 2006. "Empirical evidence concerning incentives to hedge transaction and translation exposures," Journal of Multinational Financial Management, Elsevier, vol. 16(2), pages 142-159, April.
    9. Söhnke M. Bartram & Gregory W. Brown & Frank R. Fehle, 2009. "International Evidence on Financial Derivatives Usage," Financial Management, Financial Management Association International, vol. 38(1), pages 185-206, March.
    10. Markus Hang & Jerome Geyer-Klingeberg & Andreas W. Rathgeber & Clémence Alasseur & Lena Wichmann, 2021. "Interaction effects of corporate hedging activities for a multi-risk exposure: evidence from a quasi-natural experiment," Review of Quantitative Finance and Accounting, Springer, vol. 56(2), pages 789-818, February.
    11. Fabling, Richard & Grimes, Arthur, 2008. "Do Exporters Cut the Hedge? Who Hedges, When and Why?," Occasional Papers 08/2, Ministry of Economic Development, New Zealand.
    12. Marcel Boyer & M. Martin Boyer & René Garcia, 2005. "The Value of Real and Financial Risk Management," CIRANO Working Papers 2005s-38, CIRANO.
    13. Rountree, Brian & Weston, James P. & Allayannis, George, 2008. "Do investors value smooth performance?," Journal of Financial Economics, Elsevier, vol. 90(3), pages 237-251, December.
    14. Shane Magee, 2013. "The effect of foreign currency hedging on the probability of financial distress," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(4), pages 1107-1127, December.
    15. Ibañéz, Francisco & Romero-Meza, Rafael & Coronado-Ramírez, Semei & Venegas-Martínez, Francisco, 2016. "Innovaciones financieras en América Latina:Mercado de Derivados y Determinates de la Administración de Riesgo," Panorama Económico, Escuela Superior de Economía, Instituto Politécnico Nacional, vol. 0(22), pages 7-38, Primer se.
    16. Oberoi, Jaideep, 2018. "Interest rate risk management and the mix of fixed and floating rate debt," Journal of Banking & Finance, Elsevier, vol. 86(C), pages 70-86.
    17. Doukas, John A. & Mandal, Sonik, 2018. "CEO risk preferences and hedging decisions: A multiyear analysis," Journal of International Money and Finance, Elsevier, vol. 86(C), pages 131-153.
    18. Frestad, Dennis, 2010. "Convex costs and the hedging paradox," Journal of Corporate Finance, Elsevier, vol. 16(2), pages 236-242, April.
    19. David A. Carter & Daniel A. Rogers & Betty J. Simkins, 2006. "Does Hedging Affect Firm Value? Evidence from the US Airline Industry," Financial Management, Financial Management Association International, vol. 35(1), pages 53-86, March.
    20. Fauver, Larry & Naranjo, Andy, 2010. "Derivative usage and firm value: The influence of agency costs and monitoring problems," Journal of Corporate Finance, Elsevier, vol. 16(5), pages 719-735, December.

    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:ags:aaea03:21963. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/aaeaaea.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.