Temporal Dynamics of Posts and User Engagement of Influencers on Facebook and Instagram

被引:9
|
作者
Vassio, Luca [1 ]
Garetto, Michele [2 ]
Chiasserini, Carla [1 ]
Leonardi, Emilio [1 ]
机构
[1] Politecn Torino, Turin, Italy
[2] Univ Turin, Turin, Italy
关键词
Online Social Networks; Temporal dynamics; Popularity evolution; User engagement; Facebook; Instagram; POPULARITY;
D O I
10.1145/3487351.3488340
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A relevant fraction of human interactions occurs on online social networks. Freshness of content seems to play an important role, with content popularity rapidly vanishing over time. In this paper, we investigate how influencers' generated content (i.e., posts) attracts interactions, measured by number of likes or reactions. We analyse the activity of Italian influencers and followers over more than 5 years, focusing on two popular social networks: Facebook and Instagram, including more than 13 billion interactions and about 4 million posts. We characterise the influencers' and followers' behaviour over time, show that influencers' posts are short-lived with an exponential temporal decay, and characterise the time evolution of the interactions from their initial peak till the end of a post lifetime. Finally, leveraging our findings, we discuss how they can be exploited to develop an analytical model of the interactions temporal dynamics.
引用
收藏
页码:129 / 133
页数:5
相关论文
共 50 条
  • [31] Understanding the impact of influencers' responses to negative follower comments on the persuasiveness of sponsored Instagram posts
    Hudders, Liselot
    Lou, Chen
    de Brabandere, Marloes
    [J]. INTERNATIONAL JOURNAL OF ADVERTISING, 2022, 41 (01) : 178 - 204
  • [32] How Do Influencers Mention Brands in Social Media? Sponsorship Prediction of Instagram Posts
    Yang, Xiao
    Kim, Seungbae
    Sun, Yizhou
    [J]. PROCEEDINGS OF THE 2019 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2019), 2019, : 101 - 104
  • [33] A Comparison of Social Media Influencers' KPI Patterns across Platforms Exploring Differences in Followers and Engagement On Facebook, Instagram, YouTube, TikTok, and Twitter
    Pourazad, Naser
    Stocchi, Lara
    Narsey, Shreya
    [J]. JOURNAL OF ADVERTISING RESEARCH, 2023, 63 (02) : 139 - 159
  • [34] Toward 'Cultures of Engagement'? An exploratory comparison of engagement patterns on Facebook news posts
    Ferrer-Conill, Raul
    Karlsson, Michael
    Haim, Mario
    Kammer, Aske
    Elgesem, Dag
    Sjovaag, Helle
    [J]. NEW MEDIA & SOCIETY, 2023, 25 (01) : 95 - 118
  • [35] Effects of Political Bias and Reliability on Temporal User Engagement with News Articles Shared on Facebook
    Mohammadinodooshan, Alireza
    Carlsson, Niklas
    [J]. PASSIVE AND ACTIVE MEASUREMENT, PAM 2023, 2023, 13882 : 160 - 187
  • [36] Unveiling African narratives on Facebook: Media posts and audience engagement
    Ong'ong'a, Daniel O.
    [J]. JOURNAL OF AFRICAN MEDIA STUDIES, 2023, 15 (02) : 199 - 216
  • [37] Influence of Facebook brand-page posts on online engagement
    Luarn, Pin
    Lin, Yu-Fan
    Chiu, Yu-Ping
    [J]. ONLINE INFORMATION REVIEW, 2015, 39 (04) : 505 - 519
  • [38] Understanding Audience Engagement with Mainstream and Alternative News Posts on Facebook
    Hiaeshutter-Rice, Dan
    Weeks, Brian
    [J]. DIGITAL JOURNALISM, 2021, 9 (05) : 519 - 548
  • [39] #Anatomynotes: A temporal content analysis of anatomy education posts on Instagram
    Hussain, Ishrat
    Dsouza, Ciana
    Yip, Sharon Wing Lam
    Flynn, Matthew
    Rashid, Mohammed Ahmed
    [J]. ANATOMICAL SCIENCES EDUCATION, 2024, 17 (02) : 227 - 238
  • [40] Students' Perspective on "Engagement with Question-Type Facebook Posts"
    Khan, Anas
    Khan, Faris
    [J]. MEDICAL SCIENCE EDUCATOR, 2020, 30 (01) : 13 - 13