Which Factors Affect Online Video Views and Subscriptions? Reference-Dependent Consumer Preferences in the Social Media Market

In the attention-driven environment of online video platforms, understanding the factors that influence content selection and channel subscriptions is crucial for creators, marketers, and platform managers. This study investigates how thumbnails, view counts, video length, genre, and the number of advertisements affect user decision-making on YouTube. Grounded in random utility theory and reference-dependent preference theory, this study conducted a choice experiment with 525 respondents and employed a combined model of rank-ordered and binary logit methods to analyze viewing and subscription behaviors. The results indicate a significant preference for thumbnails with subtitles and shorter videos. Notably, we found evidence of reference-dependent effects, whereby a higher-than-expected number of ads decreased viewing probability, while a lower-than-expected number significantly increased subscription probability. This study advances our understanding of the factors that influence user behavior on social media, specifically in terms of viewing and subscribing, and empirically supports prospect theory in the online advertising market. Our findings offer both theoretical and practical insights into optimizing video content and monetization strategies in competitive social media markets.

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Publication Details

Journal
Journal of theoretical and applied electronic commerce research
Published
2025-08-04
DOI
https://doi.org/10.3390/jtaer20030197
Primary Topic
Digital Marketing and Social Media
Type
article
Field-Weighted Citation Impact
0.00

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article

Which Factors Affect Online Video Views and Subscriptions? Reference-Dependent Consumer Preferences in the Social Media Market

Kyuho Maeng, Jungwoo Shin, Myoungjin Oh
Journal of theoretical and applied electronic commerce research
Digital Marketing and Social Media
article

Which Factors Affect Online Video Views and Subscriptions? Reference-Dependent Consumer Preferences in the Social Media Market

Kyuho Maeng, Jungwoo Shin, Myoungjin Oh
article en

Abstract

In the attention-driven environment of online video platforms, understanding the factors that influence content selection and channel subscriptions is crucial for creators, marketers, and platform managers. This study investigates how thumbnails, view counts, video length, genre, and the number of advertisements affect user decision-making on YouTube. Grounded in random utility theory and reference-dependent preference theory, this study conducted a choice experiment with 525 respondents and employed a combined model of rank-ordered and binary logit methods to analyze viewing and subscription behaviors. The results indicate a significant preference for thumbnails with subtitles and shorter videos. Notably, we found evidence of reference-dependent effects, whereby a higher-than-expected number of ads decreased viewing probability, while a lower-than-expected number significantly increased subscription probability. This study advances our understanding of the factors that influence user behavior on social media, specifically in terms of viewing and subscribing, and empirically supports prospect theory in the online advertising market. Our findings offer both theoretical and practical insights into optimizing video content and monetization strategies in competitive social media markets.

Journal of theoretical and applied electronic commerce researchVol. 20(3)
Kumoh National Institute of Technology (KR), Kyung Hee University (KR), Korea Environment Institute (KR)
National Research Foundation, Ministry of Trade, Industry and Energy, National Research Foundation of Korea, Ministry of Science and ICT, South Korea, Korea Institute of Energy Technology Evaluation and Planning
Peace, Justice and strong institutions
Openalex Percentile: Top 74%
Digital Marketing and Social Media
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Which Factors Affect Online Video Views and Subscriptions? Reference-Dependent Consumer Preferences in the Social Media Market — Kyuho Maeng, Jungwoo Shin, et al. · Journal of theoretical and applied electronic commerce research (2025) | TGRS Research Map | TGRS