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A model for pricing Italian Contemporary Art paintings at auction

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  • Marinelli, Nicoletta
  • Palomba, Giulio

Abstract

The aim of this paper is to model painting prices at auction. The novel aspects of our contribution are as follows: first, the set of regressors used as explanatory variables in the hedonic regression is wider than those previously employed in the literature. Second, we consider the selection bias arising from the possibility of unsold items. Finally, a model including pre sale evaluations by experts is also estimated which allows us to evaluate their information content. To do so, we use the Heckit model exploiting a unique dataset of 2817 Italian Contemporary Art painting transactions which took place at auction worldwide between 1990 and 2006. Our results suggest that auction prices depend upon four sets of regressors (artist identity, physical, artistic and sale characteristics of the painting); moreover, auction house, marketplace and year of sale seem to be crucial in getting artworks sold. Pre sale estimates seem to be a good predictor of painting prices but the hypothesis of their sufficiency is rejected and problems regarding the economic interpretation of the results arise.

Suggested Citation

  • Marinelli, Nicoletta & Palomba, Giulio, 2011. "A model for pricing Italian Contemporary Art paintings at auction," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(2), pages 212-224, May.
  • Handle: RePEc:eee:quaeco:v:51:y:2011:i:2:p:212-224
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    1. Andrew Worthington & Helen Higgs, 2006. "A Note on Financial Risk, Return and Asset Pricing in Australian Modern and Contemporary Art," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 30(1), pages 73-84, March.
    2. A. Collins & A. E. Scorcu & R. Zanola, 2007. "Sample Selection Bias and Time Instability of Hedonic Art Price Indexes," Working Papers 610, Dipartimento Scienze Economiche, Universita' di Bologna.
    3. Corinna Czujack, 1997. "Picasso paintings at auction, 1963-1994," ULB Institutional Repository 2013/193273, ULB -- Universite Libre de Bruxelles.
    4. Ashenfelter, Orley, 1989. "How Auctions Work for Wine and Art," Journal of Economic Perspectives, American Economic Association, vol. 3(3), pages 23-36, Summer.
    5. Alan Beggs & Kathryn Graddy, 1997. "Declining Values and the Afternoon Effect: Evidence from Art Auctions," RAND Journal of Economics, The RAND Corporation, vol. 28(3), pages 544-565, Autumn.
    6. Nauro F. Campos & Renata Leite Barbosa, 2009. "Paintings and numbers: an econometric investigation of sales rates, prices, and returns in Latin American art auctions," Oxford Economic Papers, Oxford University Press, vol. 61(1), pages 28-51, January.
    7. BAUWENS, Luc & GINSBURGH, Victor, 2000. "Art experts and auctions are pre-sale estimates unbiased and fully informative?," LIDAM Reprints CORE 1485, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    8. Alan Beggs & Kathryn Graddy, 2008. "Failure to meet the reserve price: the impact on returns to art," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 32(4), pages 301-320, December.
    9. James Pesando & Pauline Shum, 1999. "The Returns to Picasso's Prints and to Traditional Financial Assets, 1977 to 1996," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 23(3), pages 181-190, August.
    10. Robert Ekelund & Rand Ressler & John Watson, 1998. "Estimates, Bias and “No Sales” in Latin-American Art Auctions, 1977–1996," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 22(1), pages 33-42, March.
    11. Madeleine De La Barre & Sophie Docclo & Victor Ginsburgh, 1994. "Returns of Impressionist, Modern and Contemporary European Paintings 1962-1991," Annals of Economics and Statistics, GENES, issue 35, pages 143-181.
    12. Jianping Mei & Michael Moses, 2005. "Vested Interest and Biased Price Estimates: Evidence from an Auction Market," Journal of Finance, American Finance Association, vol. 60(5), pages 2409-2435, October.
    13. Baumol, William J, 1986. "Unnatural Value: Or Art Investment as Floating Crap Game," American Economic Review, American Economic Association, vol. 76(2), pages 10-14, May.
    14. Calin Valsan & Robert Sproule, 2008. "Reservation Prices And Pre-Auction Estimates: A Study In Abstract Art," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 10(24), pages 257-272, June.
    15. Chanel, Olivier, 1995. "Is art market behaviour predictable?," European Economic Review, Elsevier, vol. 39(3-4), pages 519-527, April.
    16. Leung, Siu Fai & Yu, Shihti, 1996. "On the choice between sample selection and two-part models," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 197-229.
    17. Douglas Hodgson & Keith Vorkink, 2004. "Asset pricing theory and the valuation of Canadian paintings," Canadian Journal of Economics, Canadian Economics Association, vol. 37(3), pages 629-655, August.
    18. Luc Renneboog, 2002. "The monetary appreciation of paintings: from realism to Magritte," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 26(3), pages 331-358, May.
    19. Ginsburgh, Victor & Jeanfils, Philippe, 1995. "Long-term comovements in international markets for paintings," European Economic Review, Elsevier, vol. 39(3-4), pages 538-548, April.
    20. Alain Marciano & Jean-Michel Josselin (ed.), 2005. "Law and the State," Books, Edward Elgar Publishing, number 3398.
    21. Jianping Mei & Michael Moses, 2002. "Art as an Investment and the Underperformance of Masterpieces," American Economic Review, American Economic Association, vol. 92(5), pages 1656-1668, December.
    22. G. Candela & A. Scorcu, 1997. "A Price Index for Art Market Auctions," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 21(3), pages 175-196, September.
    23. Anderson, Robert C, 1974. "Paintings as an Investment," Economic Inquiry, Western Economic Association International, vol. 12(1), pages 13-26, March.
    24. Richard J. Agnello, 2002. "Investment Returns and Risk for Art: Evidence from Auctions of American Paintings," Eastern Economic Journal, Eastern Economic Association, vol. 28(4), pages 443-463, Fall.
    25. Helen Higgs & Andrew Worthington, 2005. "Financial Returns and Price Determinants in the Australian Art Market, 1973–2003," The Economic Record, The Economic Society of Australia, vol. 81(253), pages 113-123, June.
    26. Olivier Chanel & Louis-André Gérard-Varet & Victor Ginsburgh, 1996. "The relevance of hedonic price indices," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 20(1), pages 1-24, March.
    27. Zanola, Roberto, 2007. "The Dynamics of Art Prices: The Selection Corrected Repeat-Sales Index," POLIS Working Papers 76, Institute of Public Policy and Public Choice - POLIS.
    28. Patrick Puhani, 2000. "The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
    29. Goetzmann, William N, 1993. "Accounting for Taste: Art and the Financial Markets over Three Centuries," American Economic Review, American Economic Association, vol. 83(5), pages 1370-1376, December.
    30. Madeleine de la Barre & Sophie Docclo & Victor Ginsburgh, 1994. "Returns of impressionist, modern and contemporary European painters, 1962-1991," ULB Institutional Repository 2013/1723, ULB -- Universite Libre de Bruxelles.
    31. Marilena Biey & Roberto Zanola, 2005. "The Market for Picasso Prints: A Hybrid Model Approach," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 29(2), pages 127-136, May.
    32. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    33. Orley Ashenfelter & Kathryn Graddy, 2003. "Auctions and the Price of Art," Journal of Economic Literature, American Economic Association, vol. 41(3), pages 763-787, September.
    34. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    35. Douglas J. Hodgson & Keith P. Vorkink, 2004. "Asset pricing theory and the valuation of Canadian paintings," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 37(3), pages 629-655, August.
    36. repec:adr:anecst:y:1994:i:35:p:06 is not listed on IDEAS
    37. Chanel, O. & Gerard, L.A. & Ginsburgh, V., 1992. "The Relevence of Hedonic Price Indices the Case of Paintings," G.R.E.Q.A.M. 92a19, Universite Aix-Marseille III.
    38. Corinna Czujack, 1997. "Picasso Paintings at Auction, 1963–1994," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 21(3), pages 229-247, September.
    39. Paolo Figini & Laura Onofri, 2005. "Old Master paintings: price formation and public policy implications," Chapters, in: Alain Marciano & Jean-Michel Josselin (ed.), Law and the State, chapter 14, Edward Elgar Publishing.
    40. Pesando, James E, 1993. "Art as an Investment: The Market for Modern Prints," American Economic Review, American Economic Association, vol. 83(5), pages 1075-1089, December.
    41. Stein, John Picard, 1977. "The Monetary Appreciation of Paintings," Journal of Political Economy, University of Chicago Press, vol. 85(5), pages 1021-1035, October.
    42. Greene, William H, 1981. "Sample Selection Bias as a Specification Error: Comment," Econometrica, Econometric Society, vol. 49(3), pages 795-798, May.
    43. Marilena Locatelli Biey & Roberto Zanola, 1999. "Investment in Paintings: A Short-Run Price Index," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 23(3), pages 209-219, August.
    44. Richard Agnello & Renée Pierce, 1996. "Financial returns, price determinants, and genre effects in American art investment," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 20(4), pages 359-383, December.
    45. Skeels, Christopher L. & Vella, Francis, 1999. "A Monte Carlo investigation of the sampling behavior of conditional moment tests in Tobit and Probit models," Journal of Econometrics, Elsevier, vol. 92(2), pages 275-294, October.
    46. Pagan, Adrian & Vella, Frank, 1989. "Diagnostic Tests for Models Based on Individual Data: A Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages 29-59, Supplemen.
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    More about this item

    Keywords

    Painting prices Auctions Heckit model Selection bias Pre sale evaluations Statistical sufficiency;

    JEL classification:

    • C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models; Switching Regression Models
    • D44 - Microeconomics - - Market Structure, Pricing, and Design - - - Auctions
    • Z11 - Other Special Topics - - Cultural Economics - - - Economics of the Arts and Literature

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