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The Benefits of Social Influence in Optimized Cultural Markets

Social influence has been shown to create significant unpredictability in cultural markets, providing one potential explanation why experts routinely fail at predicting commercial success of cultural products. As a result, social influence is often presented in a negative light. Here, we show the be...

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Autores principales: Abeliuk, Andrés, Berbeglia, Gerardo, Cebrian, Manuel, Van Hentenryck, Pascal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382093/
https://www.ncbi.nlm.nih.gov/pubmed/25831093
http://dx.doi.org/10.1371/journal.pone.0121934
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author Abeliuk, Andrés
Berbeglia, Gerardo
Cebrian, Manuel
Van Hentenryck, Pascal
author_facet Abeliuk, Andrés
Berbeglia, Gerardo
Cebrian, Manuel
Van Hentenryck, Pascal
author_sort Abeliuk, Andrés
collection PubMed
description Social influence has been shown to create significant unpredictability in cultural markets, providing one potential explanation why experts routinely fail at predicting commercial success of cultural products. As a result, social influence is often presented in a negative light. Here, we show the benefits of social influence for cultural markets. We present a policy that uses product quality, appeal, position bias and social influence to maximize expected profits in the market. Our computational experiments show that our profit-maximizing policy leverages social influence to produce significant performance benefits for the market, while our theoretical analysis proves that our policy outperforms in expectation any policy not displaying social signals. Our results contrast with earlier work which focused on showing the unpredictability and inequalities created by social influence. Not only do we show for the first time that, under our policy, dynamically showing consumers positive social signals increases the expected profit of the seller in cultural markets. We also show that, in reasonable settings, our profit-maximizing policy does not introduce significant unpredictability and identifies “blockbusters”. Overall, these results shed new light on the nature of social influence and how it can be leveraged for the benefits of the market.
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spelling pubmed-43820932015-04-09 The Benefits of Social Influence in Optimized Cultural Markets Abeliuk, Andrés Berbeglia, Gerardo Cebrian, Manuel Van Hentenryck, Pascal PLoS One Research Article Social influence has been shown to create significant unpredictability in cultural markets, providing one potential explanation why experts routinely fail at predicting commercial success of cultural products. As a result, social influence is often presented in a negative light. Here, we show the benefits of social influence for cultural markets. We present a policy that uses product quality, appeal, position bias and social influence to maximize expected profits in the market. Our computational experiments show that our profit-maximizing policy leverages social influence to produce significant performance benefits for the market, while our theoretical analysis proves that our policy outperforms in expectation any policy not displaying social signals. Our results contrast with earlier work which focused on showing the unpredictability and inequalities created by social influence. Not only do we show for the first time that, under our policy, dynamically showing consumers positive social signals increases the expected profit of the seller in cultural markets. We also show that, in reasonable settings, our profit-maximizing policy does not introduce significant unpredictability and identifies “blockbusters”. Overall, these results shed new light on the nature of social influence and how it can be leveraged for the benefits of the market. Public Library of Science 2015-04-01 /pmc/articles/PMC4382093/ /pubmed/25831093 http://dx.doi.org/10.1371/journal.pone.0121934 Text en © 2015 Abeliuk et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Abeliuk, Andrés
Berbeglia, Gerardo
Cebrian, Manuel
Van Hentenryck, Pascal
The Benefits of Social Influence in Optimized Cultural Markets
title The Benefits of Social Influence in Optimized Cultural Markets
title_full The Benefits of Social Influence in Optimized Cultural Markets
title_fullStr The Benefits of Social Influence in Optimized Cultural Markets
title_full_unstemmed The Benefits of Social Influence in Optimized Cultural Markets
title_short The Benefits of Social Influence in Optimized Cultural Markets
title_sort benefits of social influence in optimized cultural markets
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382093/
https://www.ncbi.nlm.nih.gov/pubmed/25831093
http://dx.doi.org/10.1371/journal.pone.0121934
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