Frame by Fame: Content Creation on Short Video-Format Platforms

计算机科学 排名(信息检索) 代理(哲学) 内容(测量理论) 云计算 过程(计算) 内容分析 内容创建 用户生成的内容 多样性(政治) 万维网 社会化媒体 情报检索 社会学 数学分析 社会科学 数学 人类学 操作系统
作者
Abhishek Deshmane,Xabier Barriola
出处
期刊:Manufacturing & Service Operations Management [Institute for Operations Research and the Management Sciences]
卷期号:27 (2): 479-495 被引量:3
标识
DOI:10.1287/msom.2021.0332
摘要

Problem definition: Short video format platforms like NetEase and TikTok are attention economies that host user-generated content, in the form of combined video and audio elements, and operate on principles of network virality. This study explores user content creation strategies by focusing on decisions around content release frequency and the incorporation of adopted content in newly generated creations. Methodology/results: We theoretically explore the role of the following three mechanisms influencing these decisions: (a) social hierarchies in the platform’s network structure, (b) virality of content on the platform, and (c) algorithmic interventions through the ranking of content recommendations. To empirically study these relationships, we use a detailed log of user activity on NetEase Cloud Village registered during the month of November 2019 and carry out regression-based analyses. We find that high-status users, measured through their follower count, adapt their content release frequency strategically, slowing down after successful content to avoid dilution of potential virality. We also observe that high-status users generally deviate from prevailing viral trends in their content creation. However, following exceptionally successful releases, they tend to conform more to viral content, suggesting a risk-averse approach. Finally, contrary to algorithm aversion, users prefer content recommended by the platform. However, high-status users disregard algorithms to retain agency in decision making. Managerial implications: Our findings provide a holistic understanding of the content creation process and suggest that platforms could strategically adjust algorithmic ranking policies to foster content creation diversity while catering to the preferences of users with different status levels. Supplemental Material: The online appendices are available at https://doi.org/10.1287/msom.2021.0332 .
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
苏格拉丁发布了新的文献求助10
1秒前
1秒前
丹丹的应助被魔幻灯泡采纳,获得10
2秒前
Hello的应助被空白采纳,获得10
2秒前
范晓圳关注了科研通微信公众号
2秒前
崔祎荣发布了新的文献求助10
3秒前
3秒前
陈利发布了新的文献求助10
4秒前
4秒前
平息发布了新的文献求助100
6秒前
不羁完成签到 ,获得积分10
7秒前
真人完成签到 ,获得积分10
7秒前
冰阔罗完成签到,获得积分10
11秒前
酷波er的应助被dua采纳,获得10
11秒前
aajhajkahna的应助被ding采纳,获得10
13秒前
Athaliah完成签到,获得积分10
13秒前
Verne完成签到,获得积分10
14秒前
Yuzu完成签到,获得积分10
15秒前
完美世界的应助被五四三二一采纳,获得10
16秒前
英姑的应助被不说再见采纳,获得10
17秒前
碗四完成签到 ,获得积分10
18秒前
秋风的应助被超级尔白采纳,获得200
18秒前
挚友发布了新的文献求助10
19秒前
干净之槐完成签到,获得积分0
19秒前
stlibhgq的应助被urologywang采纳,获得10
19秒前
黑色幽默完成签到 ,获得积分10
21秒前
22秒前
耍酷的疾完成签到,获得积分10
23秒前
24秒前
丘比特的应助被千帆采纳,获得10
24秒前
陈叉叉发布了新的文献求助10
25秒前
酷酷妙梦完成签到,获得积分10
26秒前
汉堡包的应助被yangchang采纳,获得10
27秒前
zero完成签到,获得积分10
27秒前
YYY发布了新的文献求助10
28秒前
吴文章完成签到 ,获得积分10
28秒前
Samore发布了新的文献求助10
30秒前
30秒前
所所的应助被杨小杨采纳,获得10
31秒前
蓝天完成签到,获得积分10
32秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 1000
Электротехническая система магнитожидкостной герметизации валов регулируемых электродвигателей 800
Holistic Discourse Analysis, Second Edition by Robert E. Longacre 666
The Basics of Practical Optimization, Second Edition 600
Practical Nonconvex Nonsmooth Optimization 600
Problems and Solutions for Integer and Combinatorial Optimization: Building Skills in Discrete Optimization 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 7980706
求助须知:如何正确求助?哪些是违规求助? 9442285
关于积分的说明 21080828
捐赠科研通 7555737
什么是DOI,文献DOI怎么找? 3375725
关于科研通互助平台的介绍 2510347
邀请新用户注册赠送积分活动 2408977