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Analyzing User Engagement with TikTok's Short Format Video Recommendations using Data Donations

Computer Science

Analyzing User Engagement with TikTok's Short Format Video Recommendations using Data Donations

S. Zannettou, O. Nemes-nemeth, et al.

Short-format videos dominate platforms like TikTok, Instagram, and YouTube. This study, conducted by Savvas Zannettou, Olivia Nemes-Nemeth, Oshrat Ayalon, Angelica Goetzen, Krishna P. Gummadi, Elissa M. Redmiles, and Franziska Roesner, analyzes 9.2M TikTok recommendations from 347 users, revealing that daily usage rises over users' lifetime, attention stays near 45%, and users prefer liking videos from creators they follow.... show more
Abstract
Short-format videos have exploded on platforms like TikTok, Instagram, and YouTube. Despite this, the research community lacks large-scale empirical studies into how people engage with short-format videos and the role of recommendation systems that offer endless streams of such content. In this work, we analyze user engagement on TikTok using data we collect via a data donation system that allows TikTok users to donate their data. We recruited 347 TikTok users and collected 9.2M TikTok video recommendations they received. By analyzing user engagement, we find that the average daily usage time increases over the users' lifetime while the user attention remains stable at around 45%. We also find that users like more videos uploaded by people they follow than those recommended by people they do not follow. Our study offers valuable insights into how users engage with short-format videos on TikTok and lessons learned from designing a data donation system.
Publisher
Proceedings of the CHI Conference on Human Factors in Computing Systems (CHI '24)
Published On
May 11, 2024
Authors
Savvas Zannettou, Olivia Nemes-Nemeth, Oshrat Ayalon, Angelica Goetzen, Krishna P. Gummadi, Elissa M. Redmiles, Franziska Roesner
Tags
Short-format video
TikTok
User engagement
Recommendation systems
Data donation
Attention retention
Platform behavior
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