Social Complex Contagion in Music Listenership: A Natural Experiment with 1.3 Million Participants
نویسندگان
چکیده
Can live music events generate complex contagion in music streaming? This paper finds evidence in the affirmative—but only for the most popular artists. We generate a novel dataset from Last.fm, a music tracking website, to analyse the listenership history of 1.3 million users over a two-month time horizon. We use daily play counts along with event attendance data to run a regression discontinuity analysis in order to show the causal impact of concert attendance on music listenership among attendees and their friends network. First, we show that attending a music artist’s live concert increases that artist’s listenership among the attendees of the concert by approximately 1 song per day per attendee (p-value<0.001). Moreover, we show that this effect is contagious and can spread to users who did not attend the event. However, the extent of contagion depends on the type of artist. We only observe contagious increases in listenership for well-established, popular artists (.06 more daily plays per friend of an attendee [p<0.001]), while the effect is absent for emerging stars. We also show that the contagion effect size increases monotonically with the number of friends who have attended the live event. Significance statement: The internet has transformed the music industry’s profit model, shifting the industry focus from record sales to live events and online streaming. However, to this date, there have been no large-scale, rigorous studies that quantify the causal impact of concerts on music listenership. This is the first natural experiment that discovers that concert attendance not only increases music listenership by attendees, but also spills over to the attendees’ friends-networks. In some cases, the contagion effect appears to be larger in magnitude than the direct impact of attendance. In other words, if enough of your friends attend a concert, the impact on your music-listening behaviour may be larger than if you had attended the event yourself.
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عنوان ژورنال:
- CoRR
دوره abs/1711.05701 شماره
صفحات -
تاریخ انتشار 2017