The effects of algorithmic content selection on user engagement with news on Twitter

被引:4
|
作者
Dujeancourt, Erwan [1 ,2 ,3 ]
Garz, Marcel [1 ,2 ]
机构
[1] Jonkoping Univ, Ctr Entrepreneurship & Spatial Econ, Jonkoping Int Business Sch, Jonkoping, Sweden
[2] Jonkoping Univ, Media Management & Transformat Ctr, Jonkoping Int Business Sch, Jonkoping, Sweden
[3] Jonkoping Univ, Jonkoping Int Business Sch, Gjuterigatan 5, S-55111 Jonkoping, Sweden
来源
INFORMATION SOCIETY | 2023年 / 39卷 / 05期
关键词
Algorithm bias; Facebook; news quality; social media; ONLINE SOCIAL NETWORKS; IMPACT; CONSUMPTION; OPINION; BIAS;
D O I
10.1080/01972243.2023.2230471
中图分类号
G2 [信息与知识传播];
学科分类号
05 ; 0503 ;
摘要
In this article, we investigate how Twitter's switch from a reverse-chronological timeline to algorithmic content selection in March 2016 influenced user engagement with tweets published by German newspapers. To mitigate concerns about omitted variables, we use the Facebook postings of these newspapers as a counterfactual. We find that the number of likes increased by 20% and the number of retweets by 15% within a span of 30 days after the switch. Importantly, our results indicate a rich-get-richer effect, implying that initially more popular outlets and news topics benefited the most. User engagement also increased more for sensationalist content than quality news stories.
引用
收藏
页码:263 / 281
页数:19
相关论文
共 50 条
  • [21] 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
  • [22] Personalised News and Blog Recommendations based on User Location, Facebook and Twitter User Profiling
    Kazai, Gabriella
    Yusof, Iskander
    Clarke, Daoud
    [J]. SIGIR'16: PROCEEDINGS OF THE 39TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2016, : 1129 - 1132
  • [23] Comparing user-content interactivity and audience diversity across news and satire: differences in online engagement between satire, regular news and partisan news
    Boukes, Mark
    Chu, Xiaotong
    Noon, M. F. Abdulqadir
    Liu, Rufei
    Araujo, Theo
    Kroon, Anne C.
    [J]. JOURNAL OF INFORMATION TECHNOLOGY & POLITICS, 2022, 19 (01) : 98 - 117
  • [24] Is news engagement worthwhile?: Studying young audiences' engagement with YouTuber-like news content
    Himma-Kadakas, Marju
    Ferrer-Conill, Raul
    [J]. NORDICOM REVIEW, 2022, 43 (02) : 152 - 170
  • [25] User and Player Engagement in Local News and/as Interactive Narratives
    Svensson, Torbjorn
    [J]. INTERACTIVE STORYTELLING, ICIDS 2017, 2017, 10690 : 384 - 387
  • [26] An analysis of the user occupational class through Twitter content
    Preotiuc-Pietro, Daniel
    Lampos, Vasileios
    Aletras, Nikolaos
    [J]. PROCEEDINGS OF THE 53RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 7TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING, VOL 1, 2015, : 1754 - 1764
  • [27] TWEET AND RETWEET JOURNALISM DURING THE PANDEMIC: dissemination of and engagement with news on Twitter
    Barbosa, Belem
    Carvalho, Cassia
    [J]. BRAZILIAN JOURNALISM RESEARCH, 2021, 17 (03) : 736 - 763
  • [28] User Generated Content and Internet User's Brand Engagement
    Quoquab, Farzana
    Salem, Zarina Abdul
    Zeinali, Morteza
    [J]. ADVANCED SCIENCE LETTERS, 2015, 21 (10) : 3318 - 3320
  • [29] Understanding User Beliefs About Algorithmic Curation in the Facebook News Feed
    Rader, Emilee
    Gray, Rebecca
    [J]. CHI 2015: PROCEEDINGS OF THE 33RD ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2015, : 173 - 182
  • [30] Analyzing the role of national culture on content creation and user engagement on Twitter: The case of Indian Premier League cricket franchises
    Deep Prakash, C.
    Majumdar, Adrija
    [J]. International Journal of Information Management, 2021, 57