Social media-fication in the apposphere: Hyperdatafication and the repackaging of personal data

In today’s digital landscape, platforms increasingly “feel like” social media. We observe the “social media-fication” of so-called “non-social media” platforms as expressive characteristics of traditional social media platforms are incorporated into mobile apps typically used for other purposes. We argue that this manifests through the repackaging of user behavioral data into expressive social updates, such as GPS maps capturing user movement or the personalized data visualizations of Spotify Wrapped. To examine this phenomenon, we completed platform walkthroughs for three apps: fitness tracking app Strava, payment app Venmo, and music streaming app Spotify. We theorize the concentration and intensification of datafication as a process that we term hyperdatafication. Hyperdatafication emerges through the repurposing of “backend” user data into socially mobilizable data representations, which encourage and further platform engagement within the sociotechnical landscape of affective capitalism. Ultimately, this study raises questions about self-tracking, commodification, and platformed sociality beyond social media.

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Publication Details

Journal
New Media & Society
Published
2026-01-30
DOI
https://doi.org/10.1177/14614448261416891
Primary Topic
Digital Economy and Work Transformation
Type
article
Field-Weighted Citation Impact
0.00
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article

Social media-fication in the apposphere: Hyperdatafication and the repackaging of personal data

Sara Bimo, Chelsea Butkowski, Aparajita Bhandari
New Media & Society
Digital Economy and Work Transformation
article

Social media-fication in the apposphere: Hyperdatafication and the repackaging of personal data

Sara Bimo, Chelsea Butkowski, Aparajita Bhandari
article en

Abstract

In today’s digital landscape, platforms increasingly “feel like” social media. We observe the “social media-fication” of so-called “non-social media” platforms as expressive characteristics of traditional social media platforms are incorporated into mobile apps typically used for other purposes. We argue that this manifests through the repackaging of user behavioral data into expressive social updates, such as GPS maps capturing user movement or the personalized data visualizations of Spotify Wrapped. To examine this phenomenon, we completed platform walkthroughs for three apps: fitness tracking app Strava, payment app Venmo, and music streaming app Spotify. We theorize the concentration and intensification of datafication as a process that we term hyperdatafication. Hyperdatafication emerges through the repurposing of “backend” user data into socially mobilizable data representations, which encourage and further platform engagement within the sociotechnical landscape of affective capitalism. Ultimately, this study raises questions about self-tracking, commodification, and platformed sociality beyond social media.

New Media & Society
University of Waterloo (CA), American University (US), York University (CA)
Openalex Percentile: Top 76%
Digital Economy and Work Transformation
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