Conference Proceedings

Taming the unpredictability of cultural markets with social influence

A Abeliuk, G Berbeglia, P Van Hentenryck, T Hogg, K Lerman

26th International World Wide Web Conference Www 2017 | ASSOC COMPUTING MACHINERY | Published : 2017

Abstract

Unpredictability is often portrayed as an undesirable outcome of social influence in cultural markets. Unpredictability stems from the “rich get richer” effect, whereby small fluctuations in the market share or popularity of products are amplified over time by social influence. In this paper, we report results of an experimental study that shows that unpredictability is not an inherent property of social influence. We investigate strategies for creating markets in which the popularity of products is better—and more predictably—aligned with their underlying quality. For our study, we created a cultural market of science stories and conducted randomized experiments on different policies for pr..

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University of Melbourne Researchers

Grants

Awarded by National Science Foundation


Funding Acknowledgements

We would like to thank Manuel Cebrian for insightful discussions that greatly improved the design of the experiment. Work was partly funded by CSIRO's Data61, the ARO (W911NF-15-1-0142) and NSF (SMA-1360058).