Bootstrapping Social Networks : Lessons from Bluesky Starter Packs

Balduf, Leonhard and Sokoto, Saidu and Baronchelli, Andrea and Castro, Ignacio and Król, Michał and Tyson, Gareth and Pavlou, George and Scheuermann, Bjorn and Ascigil, Onur (2025) Bootstrapping Social Networks : Lessons from Bluesky Starter Packs. In: Proceedings of the Nineteenth International AAAI Conference on Web and Social Media :. AAAI press, Copenhagen, pp. 178-192. ISBN 1577359003

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Abstract

Microblogging is a crucial mode of online communication. However, launching a new microblogging platform remains challenging, largely due to network effects. This has resulted in entrenched (and undesirable) dominance by established players, such as X/Twitter. To overcome these network effects, Bluesky, an emerging microblogging platform, introduced starter packs — curated lists of accounts that users can follow with a single click. We ask if starter packs have the potential to tackle the critical problem of social bootstrapping in new online social networks. We assess whether starter packs have indeed been helpful in supporting Bluesky growth. Our dataset includes 25.05 × 10⁶ users and 335.42 × 10³ starter packs with 1.73 × 10⁶ members, covering the entire lifecycle of Bluesky. We study the usage of these starter packs, their ability to drive network and activity growth, and their potential downsides. We also quantify the benefits of starter packs for members and creators on user visibility and activity while identifying potential challenges. By evaluating starter packs’ effectiveness and limitations, we contribute to the broader discourse on platform growth strategies and competitive innovation in the social media landscape.