Dimension reduction and model averaging for estimation of artists' age-valuation profiles
In hedonic regression models of the valuation of works of art, the age or period at which an artist produces a particular work is often found to have highly significant predictive value. Most existing results are based on regressions that pool many painters. Although the uniqueness of artists' career paths makes it interesting to estimate such regressions for individual artists, sample sizes are often inadequate for a model that would also include the large number of other relevant variables. We address this problem of inadequate degrees of freedom in individual artist regressions by using two statistical methods (model averaging and dimension reduction) to incorporate information from a potentially large number of predictor variables, despite relatively small samples. We find that individual age-valuation profiles can differ substantially from general pooled profiles, suggesting that methods that are more responsive to the unique features of individual artists may provide better predictions of art valuations at auction, and may be useful more generally in hedonic valuation problems.
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- Heinrich W. Ursprung & Christian Wiermann, 2011.
"Reputation, Price, And Death: An Empirical Analysis Of Art Price Formation,"
Western Economic Association International, vol. 49(3), pages 697-715, 07.
- Heinrich Ursprung & Christian Wiermann, 2008. "Reputation, Price, and Death: An Empirical Analysis of Art Price Formation," CESifo Working Paper Series 2237, CESifo Group Munich.
- Jushan Bai & Serena Ng, 2000.
"Determining the Number of Factors in Approximate Factor Models,"
Econometric Society World Congress 2000 Contributed Papers
1504, Econometric Society.
- Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
- Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Boston College Working Papers in Economics 440, Boston College Department of Economics.
- Victor Ginsburgh & Sheila Weyers, 2006.
"Creativity and Life Cycles of Artists,"
Journal of Cultural Economics,
Springer, vol. 30(2), pages 91-107, September.
- David W. Galenson & Bruce A. Weinberg, 2000.
"Age and the Quality of Work: The Case of Modern American Painters,"
Journal of Political Economy,
University of Chicago Press, vol. 108(4), pages 761-777, August.
- David W. Galenson & Bruce A. Weinberg, 1999. "Age and the Quality of Work: The Case of Modern American Painters," NBER Working Papers 7122, National Bureau of Economic Research, Inc.
- Bruce E. Hansen, 2007. "Least Squares Model Averaging," Econometrica, Econometric Society, vol. 75(4), pages 1175-1189, 07.
- David W. Galenson, 2009.
"Conceptual Revolutions in Twentieth-Century Art,"
National Bureau of Economic Research, Inc, number gale08-1, June.
- Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, June.
- John Galbraith & Victoria Zinde-Walsh, 2011. "Partially Dimension-Reduced Regressions with Potentially Infinite-Dimensional Processes," CIRANO Working Papers 2011s-57, CIRANO.
- David Galenson, 2000. "The Careers of Modern Artists," Journal of Cultural Economics, Springer, vol. 24(2), pages 87-112, May.
- Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4 National Bureau of Economic Research, Inc.
- Corinna Czujack, 1997. "Picasso Paintings at Auction, 1963–1994," Journal of Cultural Economics, Springer, vol. 21(3), pages 229-247, September.
- Jun-ichi Itaya & Heinrich Ursprung, 2008. "Price and Death," CESifo Working Paper Series 2213, CESifo Group Munich.
- Hellmanzik, Christiane, 2010. "Location matters: Estimating cluster premiums for prominent modern artists," European Economic Review, Elsevier, vol. 54(2), pages 199-218, February.
- Douglas James Hodgson, 2011. "Age-Price Profiles for Canadian Painters at Auction," CIRANO Working Papers 2011s-15, CIRANO.
- David W. Galenson & Bruce A. Weinberg, 2001. "Creating Modern Art: The Changing Careers of Painters in France from Impressionism to Cubism," American Economic Review, American Economic Association, vol. 91(4), pages 1063-1071, September.
- 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.
- Jushan Bai & Serena Ng, 2006. "Confidence Intervals for Diffusion Index Forecasts and Inference for Factor-Augmented Regressions," Econometrica, Econometric Society, vol. 74(4), pages 1133-1150, 07.
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