Research on Behavioral Dynamics in Digital Content Consumption

主讲人：刘勇

时间：9月27日 9：00

地点：565net必赢客户端A602

Abstract: 

The consumption of digital content products such as video games and streaming music is a continuous process

in which users access the product repeatedly and in varying durations. On top of these dynamics, digital 

content consumption is associated with rich consumer heterogeneity and often influenced by external factors 

such as the real-world backdrop of video games. I will discuss two research projects utilizing individual-level

user data to study digital content consumption. The empirical context is video games. In one project, we 

propose a novel and flexible model that combines an attention-based recurrent neural network (RNN) and a marked 

point process. This model provides an effective tool for video game companies to predict game playing and purchasebased on individual-level historical data. In another project, we analyze the effects of real-world events

occurring in the professional sports league, which is the backdrop of the video game, on the gamers’ play 

behavior in the virtual world. We further document the heterogeneity of professional sports teams’ online

marketing efforts.