IDEAS home Printed from https://ideas.repec.org/a/jae/japmet/v24y2009i7p1117-1135.html
   My bibliography  Save this article

Estimating class-specific parametric models under class uncertainty: local polynomial regression clustering in an hedonic analysis of wine markets

Author

Listed:
  • Marco Costanigro

    (Colorado State University, Fort Collins, CO, USA)

  • Ron C. Mittelhammer

    (School of Economic Sciences and Department of Statistics, Washington State University, Pullman, WA, USA)

  • Jill J. McCluskey

    (School of Economic Sciences, Washington State University, Pullman, WA, USA)

Abstract

We introduce a method for estimating multiple class regression models when class membership is uncertain. The procedure-local polynomial regression clustering-first estimates a nonparametric model via local polynomial regression, and then identifies the underlying classes by aggregating sample observations into data clusters with similar estimates of the (local) functional relationships between dependent and independent variables. Finally, parametric functions specific to each class are estimated. The technique is applied to the estimation of a multiple-class hedonic model for wine, resulting in the identification of four distinct wine classes based on differences in implicit prices of the attributes. Copyright © 2009 John Wiley & Sons, Ltd.

Suggested Citation

  • Marco Costanigro & Ron C. Mittelhammer & Jill J. McCluskey, 2009. "Estimating class-specific parametric models under class uncertainty: local polynomial regression clustering in an hedonic analysis of wine markets," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1117-1135.
  • Handle: RePEc:jae:japmet:v:24:y:2009:i:7:p:1117-1135
    DOI: 10.1002/jae.1094
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1002/jae.1094
    File Function: Link to full text; subscription required
    Download Restriction: no

    File URL: http://qed.econ.queensu.ca:80/jae/2009-v24.7/
    File Function: Supporting data files and programs
    Download Restriction: no

    File URL: https://libkey.io/10.1002/jae.1094?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. William Greene, 2001. "Fixed and Random Effects in Nonlinear Models," Working Papers 01-01, New York University, Leonard N. Stern School of Business, Department of Economics.
    2. Peter Arcidiacono & John Bailey Jones, 2003. "Finite Mixture Distributions, Sequential Likelihood and the EM Algorithm," Econometrica, Econometric Society, vol. 71(3), pages 933-946, May.
    3. Bourassa, Steven C. & Hamelink, Foort & Hoesli, Martin & MacGregor, Bryan D., 1999. "Defining Housing Submarkets," Journal of Housing Economics, Elsevier, vol. 8(2), pages 160-183, June.
    4. Straszheim, Mahlon R, 1974. "Hedonic Estimation of Housing Market Prices: A Further Comment," The Review of Economics and Statistics, MIT Press, vol. 56(3), pages 404-406, August.
    5. Günter Schamel & Kym Anderson, 2019. "Wine Quality and Varietal, Regional and Winery Reputations: Hedonic Prices for Australia and New Zealand," World Scientific Book Chapters, in: Kym Anderson (ed.), The International Economics of Wine, chapter 10, pages 225-253, World Scientific Publishing Co. Pte. Ltd..
    6. Edward Oczkowski, 1994. "A Hedonic Price Function For Australian Premium Table Wine," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 38(1), pages 93-110, April.
    7. Ariel Pakes, 2003. "A Reconsideration of Hedonic Price Indexes with an Application to PC's," American Economic Review, American Economic Association, vol. 93(5), pages 1578-1596, December.
    8. Combris, Pierre & Lecocq, Sebastien & Visser, Michael, 1997. "Estimation for a Hedonic Price Equation for Bordeaux Wine: Does Quality Matter?," Economic Journal, Royal Economic Society, vol. 107(441), pages 390-402, March.
    9. Bourassa, Steven C. & Hoesli, Martin & Peng, Vincent S., 2003. "Do housing submarkets really matter?," Journal of Housing Economics, Elsevier, vol. 12(1), pages 12-28, March.
    10. Cleveland, William S. & Devlin, Susan J. & Grosse, Eric, 1988. "Regression by local fitting : Methods, properties, and computational algorithms," Journal of Econometrics, Elsevier, vol. 37(1), pages 87-114, January.
    11. 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.
    12. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    13. Pierre Combris & Sebastien Lecocq & Michael Visser, 2000. "Estimation of a hedonic price equation for Burgundy wine," Applied Economics, Taylor & Francis Journals, vol. 32(8), pages 961-967.
    14. Landon, Stuart & Smith, Constance, 1997. "The Use of Quality and Reputation Indicators by Consumers: The Case of Bordeaux Wine," MPRA Paper 9283, University Library of Munich, Germany.
    15. Dale-Johnson, David, 1982. "An alternative approach to housing market segmentation using hedonic price data," Journal of Urban Economics, Elsevier, vol. 11(3), pages 311-332, May.
    16. Norbert Christopeit & Stefan G. N. Hoderlein, 2006. "Local Partitioned Regression," Econometrica, Econometric Society, vol. 74(3), pages 787-817, May.
    17. Allenby, Greg M. & Rossi, Peter E., 1998. "Marketing models of consumer heterogeneity," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 57-78, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Prieto-Rodriguez, Juan & Vecco, Marilena, 2021. "Reading between the lines in the art market: Lack of transparency and price heterogeneity as an indicator of multiple equilibria," Economic Modelling, Elsevier, vol. 102(C).
    2. Tadao Hoshino, 2014. "Quantile regression estimation of partially linear additive models," Journal of Nonparametric Statistics, Taylor & Francis Journals, vol. 26(3), pages 509-536, September.
    3. Marco Costanigro & Yuko Onozaka, 2020. "A Belief‐Preference Model of Choice for Experience and Credence Goods," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(1), pages 70-95, February.
    4. Vincent Hoang & Takao Iida & Shigeru Matsumoto & Natsuki Watanabe & Clevo Wilson, 2016. "Consumer’s comparison between local and imported organic products: a hedonic analysis of the Japanese table wine market," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 405-415, December.
    5. Syed Badruddoza & Andrea C. Carlson & Jill J. McCluskey, 2022. "Long‐term dynamics of US organic milk, eggs, and yogurt premiums," Agribusiness, John Wiley & Sons, Ltd., vol. 38(1), pages 45-72, January.
    6. Rachel A. Smith & C. Nicholas McKinney & Steven B. Caudill & Franklin G. Mixon, 2016. "Consumer ratings and the pricing of experience goods: hedonic regression analysis of beer prices," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 4(1), pages 1-10, December.
    7. Vincent Hoang & Takao Iida & Shigeru Matsumoto & Natsuki Watanabe & Clevo Wilson, 2014. "Market penetration of imported agricultural products: A hedonic analysis of the Japanese table wine market," Working Papers e083, Tokyo Center for Economic Research.
    8. Bonanno, Alessandro & Bimbo, Francesco & Costanigro, Marco & VIscecchia, Rosaria, 2018. "Do Geographic Indication Labels Pay off? Estimating GI’s implicit Price Dispersion in the Italian EVOO Market," 2018 Annual Meeting, August 5-7, Washington, D.C. 274203, Agricultural and Applied Economics Association.
    9. Deselnicu, Oana C. & Costanigro, Marco & Souza-Monteiro, Diogo M. & McFadden, Dawn Thilmany, 2013. "A Meta-Analysis of Geographical Indication Food Valuation Studies: What Drives the Premium for Origin-Based Labels?," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 38(2), pages 1-16, August.
    10. Ernesto Tavoletti, 2018. "Un?alternativa alla retorica della dimensione aziendale e degli IDE: sistemi agro-alimentari sostenibili di PMI ed internazionalizzazione endogena per mezzo delle indicazioni geografiche," AGRICOLTURA ISTITUZIONI MERCATI, FrancoAngeli Editore, vol. 2018(2), pages 27-42.
    11. Tang, M. & Thompson, N.M. & Boyer, C.N. & Widmar, N.J.O. & Lusk, J.L., 2023. "Implicit Market Segmentation and Valuation of Angus Bull Attributes," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 48(2), May.

    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. Costanigro, Marco & McCluskey, Jill J. & Mittelhammer, Ronald C., 2006. "Identifying submarket in the wine industry: a multivariate approach to hedonic regression," 2006 Annual meeting, July 23-26, Long Beach, CA 21370, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    2. M. Laura Donnet & Dave D. Weatherspoon & John P. Hoehn, 2008. "Price determinants in top‐quality e‐auctioned specialty coffees," Agricultural Economics, International Association of Agricultural Economists, vol. 38(3), pages 267-276, May.
    3. Dieter Pennerstorfer & Christoph Weiss & Andreas Huber, 2019. "Experts, Reputation and Umbrella Effects: Empirical Evidence from Wine Prices," Economics working papers 2019-08, Department of Economics, Johannes Kepler University Linz, Austria.
    4. Caracciolo, Francesco & D’Amico, Mario & Di Vita, Giuseppe & Pomarici, Eugenio & Dal Bianco, Andrea & Cembalo, Luigi, 2016. "Private vs. Collective Wine Reputation," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 19(3), pages 1-20, August.
    5. Antonis Michis & Anna Markidou, 2013. "Determinants of retail wine prices: evidence from Cyprus," Empirical Economics, Springer, vol. 45(1), pages 267-280, August.
    6. Vincent Hoang & Takao Iida & Shigeru Matsumoto & Natsuki Watanabe & Clevo Wilson, 2014. "Market penetration of imported agricultural products: A hedonic analysis of the Japanese table wine market," Working Papers e083, Tokyo Center for Economic Research.
    7. Vincent Hoang & Takao Iida & Shigeru Matsumoto & Natsuki Watanabe & Clevo Wilson, 2016. "Consumer’s comparison between local and imported organic products: a hedonic analysis of the Japanese table wine market," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 405-415, December.
    8. Catherine Haeck & Giulia Meloni & Johan Swinnen, 2019. "The Value of Terroir: A Historical Analysis of the Bordeaux and Champagne Geographical Indications," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 41(4), pages 598-619, December.
    9. Schamel, Günter, 2005. "German Wine: Measurement and Evaluation of Product Quality," Proceedings “Schriften der Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues e.V.”, German Association of Agricultural Economists (GEWISOLA), vol. 40, March.
    10. Luigi Benfratello & Massimiliano Piacenza & Stefano Sacchetto, 2004. "-What Drives Market Prices in the Wine Industry ? Estimation of a Hedonic Model for Italian Premium Wines," CERIS Working Paper 200411, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
    11. Chen, Kuan-Ju & McCluskey, Jill J., 2018. "Impacts of Expert Information on Prices for an Experience Good across Product Segments: Tasting Notes andWine Prices," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 43(3), September.
    12. Masset, Philippe & Weisskopf, Jean-Philippe & Cardebat, Jean-Marie & Faye, Benoît & Le Fur, Eric, 2021. "Analyzing the risks of an illiquid and global asset: The case of fine wine," The Quarterly Review of Economics and Finance, Elsevier, vol. 82(C), pages 1-25.
    13. Bicknell, Kathryn & MacDonald, Ian, 2009. "How Important is Reputation for New Zealand Wine Makers?," 2009 Conference, August 27-28, 2009, Nelson, New Zealand 115717, New Zealand Agricultural and Resource Economics Society.
    14. Schamel, Guenter, 2003. "International Wine Trade: Analyzing The Value Of Reputation And Quality Signals," 2003 Annual meeting, July 27-30, Montreal, Canada 22157, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    15. Megan E. Waldrop & Jill J. McCluskey & Ron C. Mittelhammer, 2017. "Products with multiple certifications: insights from the US wine market," European Review of Agricultural Economics, Foundation for the European Review of Agricultural Economics, vol. 44(4), pages 658-682.
    16. Menival, David & Charters, Steve, 2014. "The impact of geographic reputation on the value created in Champagne," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 58(2), April.
    17. Richard Carew & Wojciech J. Florkowski, 2010. "The Importance of Geographic Wine Appellations: Hedonic Pricing of Burgundy Wines in the British Columbia Wine Market," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 58(1), pages 93-108, March.
    18. Schamel, Guenter, 2002. "California Wine Winners: A Hedonic Analysis Of Regional And Winery Reputation Indicators," 2002 Annual meeting, July 28-31, Long Beach, CA 19864, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    19. Günter Schamel & Kym Anderson, 2019. "Wine Quality and Varietal, Regional and Winery Reputations: Hedonic Prices for Australia and New Zealand," World Scientific Book Chapters, in: Kym Anderson (ed.), The International Economics of Wine, chapter 10, pages 225-253, World Scientific Publishing Co. Pte. Ltd..
    20. Coën, Alain & Pourcelot, Alexis & Malle, Richard, 2022. "Macroeconomic shocks and ripple effects in the Greater Paris Metropolis," Journal of Housing Economics, Elsevier, vol. 56(C).

    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:jae:japmet:v:24:y:2009:i:7:p:1117-1135. 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: Wiley-Blackwell Digital Licensing or Christopher F. Baum (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/0883-7252/ .

    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.