Bootstrapping Social Networks: Lessons from Bluesky Starter Packs

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.

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Publication Details

Journal
Proceedings of the International AAAI Conference on Web and Social Media
Published
2025-06-07
DOI
https://doi.org/10.1609/icwsm.v19i1.35810
Citations
3
Primary Topic
Open Source Software Innovations
Type
article
Field-Weighted Citation Impact
5.08

Funders

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article

Bootstrapping Social Networks: Lessons from Bluesky Starter Packs

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3 citations
Proceedings of the International AAAI Conference on Web and Social Media
Open Source Software Innovations
5.08
article

Bootstrapping Social Networks: Lessons from Bluesky Starter Packs

Onur Ascigil, Gareth Tyson, Björn Scheuermann, Michał Król, Andrea Baronchelli, Leonhard Balduf, George Pavlou, Saidu Sokoto, Ignacio Castro
article en
3 citations

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.

Proceedings of the International AAAI Conference on Web and Social MediaVol. 19
St George's, University of London (GB), Queen Mary University of London (GB), Queen Mary Hospital (CN), Technische Universität Darmstadt (DE), City St George's, University of London (GB), University College London (GB), Lancaster University (GB)
Guangzhou Municipal Science and Technology Bureau, Guangzhou Municipal Science and Technology Project, Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health (111 Center)
Openalex Percentile: Top 4%
Open Source Software Innovations
5.08
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