![]() Our results demonstrate that, even if the platform design and affordance favor monetization for smaller creators catering to specific niches, its non-algorithmic design still leaves room for classical choice biases allowing a few streamers to emerge, retain and renew a massive audience. We found a high level of inequality across the platform, as well as an ability of top streamers to diversify their revenue sources, through audience renewal and diversification in monetization systems. Using methods from social physics and econometrics, we analyzed audience building and retention dynamics and linked them to observed inequalities. In this paper, thanks to the recent availability of data showcasing the top 10,000 streamers revenue between 20, as well as viewership data from different sources, we characterized the popularity and audience monetization dynamics of the platform. Nonetheless, due to scarcity of data, lots is still unknown about the platform-wide relevance of this explanation as well as its effect on inequalities across streamers. The platform has been the object of several studies showcasing how streamers monetize their content via a peculiar system centered around para-sociality and community dynamics. The live streaming platform Twitch underwent in recent years an impressive growth in terms of viewership and content diversity. Human-centered computing → Empirical studies in HCI.These preliminary findings suggest that ignoring has the potential to be a valuable moderation strategy in future interactive systems, which highlights the need to design better support for ignoring in interactive live-streaming systems. Additionally, we found that ignoring is an essential component of real-time moderation. Our findings indicated that ignoring involves complex cognitive processes and significant invisible labor in the decision-making process. In this study, we examined the use of ignoring as a moderation strategy by interviewing 19 Twitch mods. As new platforms and designs emerge, such as live streaming space, new challenges arise due to the real-time nature of the interactions. However, this moderation process can lead to cognitive overload and emotional labor for the mods. Content moderation is a crucial aspect of online platforms, and it requires human moderators (mods) to repeatedly review and remove harmful content. ![]()
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