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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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).