Shorts vs. Regular Videos on YouTube: A Comparative Analysis of User Engagement and Content Creation Trends
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Abstract (arXiv)
YouTube introduced the Shorts video format in 2021, allowing users to upload short videos that are prominently displayed on its website and app. Despite having such a large visual footprint, there are no studies to date that have looked at the impact Shorts introduction had on the production and consumption of content on YouTube. This paper presents the first comparative analysis of YouTube Shorts versus regular videos with respect to user engagement (i.e., views, likes, and comments), content creation frequency and video categories. We collected a dataset containing information about 70k channels that posted at least one Short, and we analyzed the metadata of all the videos (9.9M Shorts and 6.9M regular videos) they uploaded between January 2021 and December 2022, spanning a two-year period including the introduction of Shorts. Our longitudinal analysis shows that content creators consistently increased the frequency of Shorts production over this period, especially for newly-created channels, which surpassed that of regular videos. We also observe that Shorts target mostly entertainment categories, while regular videos cover a wide variety of categories. In general, Shorts attract more views and likes per view than regular videos, but attract less comments per view. However, Shorts do not outperform regular videos in the education and political categories as much as they do in other categories. Our study contributes to understanding social media dynamics, to quantifying the spread of short-form content, and to motivating future research on its impact on society.
Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Mar 2024.
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Citing papers per year: 2024: 1; 2025: 7; 2026: 3.
11 papers.
- 2025MVP: Winning Solution to SMP Challenge 2025 Video Trackcited by 14
- 2025Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMscited by 9
- 2025TriPSS: A Tri-Modal Keyframe Extraction Framework Using Perceptual, Structural, and Semantic Representationscited by 2
- 2025FinCap: Topic-Aligned Captions for Short-Form Financial YouTube Videoscited by 2
- 2024Graph Unfolding and Sampling for Transitory Video Keyframe Selection via Gershgorin Disc Alignmentcited by 0
- 2025Content and Engagement Trends in COVID-19 YouTube Videos: Evidence from the Late Pandemiccited by 0
- 2025DeLoad: Demand-Driven Short-Video Preloading with Scalable Watch-Time Estimationcited by 0
- 2025FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregationcited by 0
- 2026Beyond Binary Classification: Detecting Fine-Grained Sexism in Social Media Videoscited by 0
- 2026When Jokes Cross the Line: Analyzing Regular Humor and Dark Humor in YouTube Shortscited by 0
- 2026SVHighlights: Towards Extremely Long Sport Video Highlight Detectioncited by 0
- 2026SVHighlights: Towards Extremely Long Sport Video Highlight Detection5 Jun 2026
- 2026When Jokes Cross the Line: Analyzing Regular Humor and Dark Humor in YouTube Shorts30 Apr 2026
- 2026Beyond Binary Classification: Detecting Fine-Grained Sexism in Social Media Videos17 Feb 2026
- 2025FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregation21 Dec 2025
- 2025DeLoad: Demand-Driven Short-Video Preloading with Scalable Watch-Time Estimation21 Oct 2025
- 2025FinCap: Topic-Aligned Captions for Short-Form Financial YouTube Videos30 Sep 2025
- 2025Content and Engagement Trends in COVID-19 YouTube Videos: Evidence from the Late Pandemic2 Sep 2025
- 2025MVP: Winning Solution to SMP Challenge 2025 Video Track1 Jul 2025
- 2025TriPSS: A Tri-Modal Keyframe Extraction Framework Using Perceptual, Structural, and Semantic Representations3 Jun 2025
- 2025Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs31 Mar 2025
- 2024Graph Unfolding and Sampling for Transitory Video Keyframe Selection via Gershgorin Disc Alignment3 Aug 2024