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Social Learning and Peer Effects in Consumption: Evidence from Movie Sales

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Author Info
Enrico Moretti

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Abstract

Using box-office data for all movies released between 1982 and 2000, I test the implications of a simple model of social learning in which the consumption decisions of individuals depend on information they receive from their peers. The model predicts different box office sales dynamics depending on whether opening weekend demand is higher or lower than expected. I use a unique feature of the movie industry to identify ex-ante demand expectations: the number of screens dedicated to a movie in its opening weekend reflects the sales expectations held by profit-maximizing theater owners. Several pieces of evidence are consistent with social learning. First, sales of movies with positive surprise and negative surprise in opening weekend demand diverge over time. If a movie has better than expected appeal and therefore experiences larger than expected sales in week 1, consumers in week 2 update upward their expectations of quality, further increasing week 2 sales. Second, this divergence is small for movies for which consumers have strong priors and large for movies for which consumers have weak priors. Third, the effect of a surprise is stronger for audiences with large social networks. Finally, consumers do not respond to surprises in first week sales that are orthogonal to movie quality, like weather shocks. Overall, social learning appears to be an important determinant of sales in the movie industry, accounting for 38% of sales for the typical movie with positive surprise. This implies the existence of a large "social multiplier'' such that the elasticity of aggregate demand to movie quality is larger than the elasticity of individual demand to movie quality.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 13832.

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Date of creation: Mar 2008
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Handle: RePEc:nbr:nberwo:13832

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Find related papers by JEL classification:
J0 - Labor and Demographic Economics - - General
L15 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Information and Product Quality

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References listed on IDEAS
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  1. Anderson, Lisa R & Holt, Charles A, 1997. "Information Cascades in the Laboratory," American Economic Review, American Economic Association, vol. 87(5), pages 847-62, December. [Downloadable!] (restricted)
  2. Bruce Sacerdote, 2001. "Peer Effects With Random Assignment: Results For Dartmouth Roommates," The Quarterly Journal of Economics, MIT Press, vol. 116(2), pages 681-704, May. [Downloadable!] (restricted)
  3. Gordon Dahl & Stefano DellaVigna, 2007. "Does Movie Violence Increase Violent Crime?," Levine's Working Paper Archive 122247000000001778, David K. Levine. [Downloadable!]
  4. Becker, Gary S, 1991. "A Note on Restaurant Pricing and Other Examples of Social Influences on Price," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 1109-16, October. [Downloadable!] (restricted)
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  5. Banerjee, Abhijit V, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, MIT Press, vol. 107(3), pages 797-817, August. [Downloadable!] (restricted)
  6. Adda, Jérôme & Banks, James & von Gaudecker, Hans-Martin, 2008. "The Impact of Income Shocks on Health: Evidence from Cohort Data," IZA Discussion Papers 3329, Institute for the Study of Labor (IZA). [Downloadable!]
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  7. Marianne Bertrand & Erzo F.P. Luttmer & Sendhil Mullainathan, 1999. "Network Effects and Welfare Cultures," JCPR Working Papers 62, Northwestern University/University of Chicago Joint Center for Poverty Research.
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  8. De Vany, Arthur & Lee, Cassey, 2001. "Quality signals in information cascades and the dynamics of the distribution of motion picture box office revenues," Journal of Economic Dynamics and Control, Elsevier, vol. 25(3-4), pages 593-614, March. [Downloadable!] (restricted)
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  10. Brian Knight & Nathan Schiff, 2007. "Momentum and Social Learning in Presidential Primaries," NBER Working Papers 13637, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  11. Erzo F.P. Luttmer, 2004. "Neighbors as Negatives: Relative Earnings and Well-Being," NBER Working Papers 10667, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  12. Mark Grinblatt & Matti Keloharju & Seppo Ikaheimo, 2004. "Interpersonal Effects in Consumption: Evidence from the Automobile Purchases of Neighbors," NBER Working Papers 10226, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  1. Gordon Dahl & Stefano DellaVigna, 2007. "Does Movie Violence Increase Violent Crime?," Levine's Working Paper Archive 122247000000001778, David K. Levine. [Downloadable!]
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