IDEAS home Printed from https://ideas.repec.org/a/eco/journ1/2018-01-5.html
   My bibliography  Save this article

Robust and Resistant Estimations of Hedonic Prices for Second Hand Cars: an Application to the Istanbul Car Market

Author

Listed:
  • Ebru Caglayan Akay

    (Department of Econometrics, Marmara University, Istanbul, Turkey,)

  • mer Faruk Bolukbasi

    (Department of Econometrics, Recep Tayyip Erdo an University, Rize, Turkey,)

  • Engin Bekar

    (Department of Econometrics, Marmara University, Istanbul, Turkey.)

Abstract

In this study, the hedonic price model' has been used in order to determine car characteristics that affect second hand car prices. The hedonic price model is estimated with 1032 observations involving Istanbul second hand car market data. In such a heterogeneous data set, there is often a problem of outliers. Standardized residuals, studentized residuals and DFBETAS criteria were applied to detect them. The hedonic price model is estimated by using robust and resistant methods because ordinary least squares (OLS) method is sensitive to outliers. According to the results of the study, automobile features such as kilometer, fuel type, drivetrain type, body type, engine cylinder volume, transmission type, cruise control, sunroof, trip computer, rain sensor and changing parts affect car prices.

Suggested Citation

  • Ebru Caglayan Akay & mer Faruk Bolukbasi & Engin Bekar, 2018. "Robust and Resistant Estimations of Hedonic Prices for Second Hand Cars: an Application to the Istanbul Car Market," International Journal of Economics and Financial Issues, Econjournals, vol. 8(1), pages 39-47.
    • Handle: RePEc:eco:journ1:2018-01-5
    as

    Download full text from publisher

    File URL: https://www.econjournals.com/index.php/ijefi/article/download/5734/pdf
    Download Restriction: no
    File URL: https://www.econjournals.com/index.php/ijefi/article/view/5734/pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jonathan Murray & Nicholas Sarantis, 1999. "Price-Quality Relations and Hedonic Price Indexes for Cars in the United Kingdom," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 6(1), pages 5-27.
    2. Cowling, Keith & Cubbin, John, 1972. "Hedonic Price Indexes for United Kingdom Cars," Economic Journal, Royal Economic Society, vol. 82(327), pages 963-978, September.
    3. Mertens, Yves & Ginsburgh, Victor, 1985. "Product Differentiation and Price Discrimination in the European Community: The Case of Automobiles," Journal of Industrial Economics, Wiley Blackwell, vol. 34(2), pages 151-166, December.
    4. Reis, Hugo J. & Santos Silva, J.M.C., 2006. "Hedonic prices indexes for new passenger cars in Portugal (1997-2001)," Economic Modelling, Elsevier, vol. 23(6), pages 890-908, December.
    5. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    6. 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..
    7. Arguea, N M & Hsiao, C & Taylor, G A, 1994. "Estimating Consumer Preferences Using Market Data--An Application to U.S. Automobile Demand," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(1), pages 1-18, Jan.-Marc.
    8. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    9. Halvorsen, Robert & Palmquist, Raymond, 1980. "The Interpretation of Dummy Variables in Semilogarithmic Equations," American Economic Review, American Economic Association, vol. 70(3), pages 474-475, June.
    10. C. Couton & F. Gardes & Y. Thepaut, 1996. "Hedonic prices for environmental and safety characteristics and the Akerlof effect in the French car market," Applied Economics Letters, Taylor & Francis Journals, vol. 3(7), pages 435-440.
    11. Victor Ginsburgh & Yves Mertens, 1985. "Product differentiation and discrimination in the European Community: the case of automobiles," ULB Institutional Repository 2013/1755, ULB -- Universite Libre de Bruxelles.
    12. Henrik Andersson, 2005. "The Value of Safety as Revealed in the Swedish Car Market: An Application of the Hedonic Pricing Approach," Journal of Risk and Uncertainty, Springer, vol. 30(3), pages 211-239, May.
    13. Anna Matas & Josep-Lluis Raymond, 2009. "Hedonic prices for cars: an application to the Spanish car market, 1981-2005," Applied Economics, Taylor & Francis Journals, vol. 41(22), pages 2887-2904.
    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. Reis, Hugo J. & Santos Silva, J.M.C., 2006. "Hedonic prices indexes for new passenger cars in Portugal (1997-2001)," Economic Modelling, Elsevier, vol. 23(6), pages 890-908, December.
    2. Ramírez Muñoz de Toro, Gonzalo R. & Uriarte, Juan I. & Delbianco, Fernando & Larrosa, Juan M.C., 2017. "Un modelo hedónico de precios en línea de automóviles usados en Argentina || A Hedonic Model of Online Prices of Used Cars in Argentina," Revista de Métodos Cuantitativos para la Economía y la Empresa = Journal of Quantitative Methods for Economics and Business Administration, Universidad Pablo de Olavide, Department of Quantitative Methods for Economics and Business Administration, vol. 24(1), pages 25-53, Diciembre.
    3. G Baltas & C Saridakis, 2010. "Measuring brand equity in the car market: a hedonic price analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(2), pages 284-293, February.
    4. Guillaume Gaulier & Séverine Haller, 2000. "The Convergence of Automobile Prices in the European Union: an Empirical Analysis for the Period 1993-1999," Working Papers 2000-14, CEPII research center.
    5. Xosé-Luís Varela-Irimia, 2014. "Age effects, unobserved characteristics and hedonic price indexes: The Spanish car market in the 1990s," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 5(4), pages 419-455, November.
    6. Sylvain M. Prado, 2009. "The European used-car market at a glance: Hedonic resale price valuation in automotive leasing industry," Economics Bulletin, AccessEcon, vol. 29(3), pages 2086-2099.
    7. Allan Beltrán & David Maddison & Robert J. R. Elliott, 2018. "Assessing the Economic Benefits of Flood Defenses: A Repeat‐Sales Approach," Risk Analysis, John Wiley & Sons, vol. 38(11), pages 2340-2367, November.
    8. Fluvià, Modest & Rigall-I-Torrent, Ricard & Espinet, Josep Maria & Garriga, Anna & Saló, Albert, 2011. "Precios implícitos de los atributos de los productos turísticos: ¿Qué esconde el efecto de la localización?/Implicit Prices of the Attributes of Tourism Products: What is Hidden Behind Location?," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 29, pages 781-802, Diciembre.
    9. Sylvain Prado, 2009. "The European used-car market at a glance: Hedonic resale price valuation in automotive leasing industry," Working Papers hal-04140873, HAL.
    10. Nicolas Vaillant & Philippe Lesot & Quentin Bonnard & Valerie Harrant, 2010. "The use of expert opinion, quality and reputation indicators by consumers: evidence from the French vaulting stallion semen market," Applied Economics, Taylor & Francis Journals, vol. 42(6), pages 739-745.
    11. David Prentice & Xiangkang Yin, 2000. "Measuring Quality-Adjusted Inflation Rates for a Heterogeneous Oligopoly," Working Papers 2000.06, School of Economics, La Trobe University.
    12. Adrian C. Darnell, 1994. "A Dictionary Of Econometrics," Books, Edward Elgar Publishing, number 118.
    13. Giuliano Rolle, 2022. "Between and within vehicle models hedonic analyses of environmental attributes: the case of the Italian used-car market," SEEDS Working Papers 0822, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Aug 2022.
    14. Çağlayan Ebru & Arikan Eban, 2011. "Determinants of house prices in Istanbul: a quantile regression approach," Quality & Quantity: International Journal of Methodology, Springer, vol. 45(2), pages 305-317, February.
    15. Bodo E. Steiner, 2004. "Australian wines in the British wine market: A hedonic price analysis," Agribusiness, John Wiley & Sons, Ltd., vol. 20(3), pages 287-307.
    16. Mick Silver & Saeed Heravi, 2003. "The Measurement of Quality-Adjusted Price Changes," NBER Chapters, in: Scanner Data and Price Indexes, pages 277-316, National Bureau of Economic Research, Inc.
    17. Anna Alberini & Markus Bareit & Massimo Filippini, 2016. "What is the Effect of Fuel Efficiency Information on Car Prices? Evidence from Switzerland," The Energy Journal, , vol. 37(3), pages 315-342, July.
    18. Beltrán, Allan & Maddison, David & Elliott, Robert, 2019. "The impact of flooding on property prices: A repeat-sales approach," Journal of Environmental Economics and Management, Elsevier, vol. 95(C), pages 62-86.
    19. Asche, Frank & Bronnmann, Julia & Cojocaru, Andreea L., 2021. "The value of responsibly farmed fish: A hedonic price study of ASC-certified whitefish," Ecological Economics, Elsevier, vol. 188(C).
    20. Verboven, F.L., 1994. "International price discrimination in the European car market : An econometric model of oligopoly behavior with product differentiation," Other publications TiSEM 7686c65c-87d5-4b2c-b1d7-f, Tilburg University, School of Economics and Management.

    More about this item

    Keywords

    Hedonic Price Model; Outlier; Robust Estimation; Resistant Estimation;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • L62 - Industrial Organization - - Industry Studies: Manufacturing - - - Automobiles; Other Transportation Equipment; Related Parts and Equipment

    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:eco:journ1:2018-01-5. 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: Ilhan Ozturk (email available below). General contact details of provider: http://www.econjournals.com .

    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.