The Impact of Social Nudges on User-Generated Content for Social Network Platforms

轻推理论 社交网络(社会语言学) 计算机科学 用户生成的内容 互联网隐私 社会化媒体 万维网 心理学 社会心理学
作者
Zhiyu Zeng,Hengchen Dai,Dennis Zhang,Heng Zhang,Renyu Zhang,Zhiwei Xu,Zuo‐Jun Max Shen
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
卷期号:69 (9): 5189-5208 被引量:68
标识
DOI:10.1287/mnsc.2022.4622
摘要

Content-sharing social network platforms rely heavily on user-generated content to attract users and advertisers, but they have limited authority over content provision. We develop an intervention that leverages social interactions between users to stimulate content production. We study social nudges, whereby users connected with a content provider on a platform encourage that provider to supply more content. We conducted a randomized field experiment (N [Formula: see text]) on a video-sharing social network platform where treatment providers could receive messages from other users encouraging them to produce more, but control providers could not. We find that social nudges not only immediately boosted video supply by 13.21% without changing video quality but also, increased the number of nudges providers sent to others by 15.57%. Such production-boosting and diffusion effects, although declining over time, lasted beyond the day of receiving nudges and were amplified when nudge senders and recipients had stronger ties. We replicate these results in a second experiment. To estimate the overall production boost over the entire network and guide platforms to utilize social nudges, we combine the experimental data with a social network model that captures the diffusion and over-time effects of social nudges. We showcase the importance of considering the network effects when estimating the impact of social nudges and optimizing platform operations regarding social nudges. Our research highlights the value of leveraging co-user influence for platforms and provides guidance for future research to incorporate the diffusion of an intervention into the estimation of its impacts within a social network. This paper was accepted by Victor Martínez-de-Albéniz, operations management. Funding: H. Dai thanks the University of California, Los Angeles (UCLA) [Hellman Fellowship and Faculty Development Award] for funding support. R. Zhang is grateful for financial support from the Hong Kong Research Grants Council [Grant 16505418]. Supplemental Material: The data files and online appendix are available at https://doi.org/10.1287/mnsc.2022.4622 .
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
夏初序完成签到,获得积分10
刚刚
科研通AI6.4的应助被zxr采纳,获得10
1秒前
1秒前
1秒前
夏微凉发布了新的文献求助10
2秒前
xyy完成签到,获得积分10
2秒前
Akim的应助被nicholasgxz采纳,获得10
2秒前
2秒前
虚拟的若发布了新的文献求助10
4秒前
Seren完成签到,获得积分10
4秒前
4秒前
熊风完成签到,获得积分10
4秒前
烂漫的夏烟完成签到 ,获得积分10
5秒前
情怀的应助被俭朴大碗采纳,获得10
5秒前
5秒前
NexusExplorer的应助被秦翠翠采纳,获得10
5秒前
科研通AI6.4的应助被Tycoon采纳,获得10
6秒前
冰淇淋啦啦啦完成签到,获得积分20
6秒前
吴竟钊发布了新的文献求助10
7秒前
难过的楼房完成签到,获得积分10
8秒前
阿中发布了新的文献求助10
8秒前
molihuakai的应助被Ting采纳,获得10
8秒前
memedaaaah完成签到,获得积分10
10秒前
勤奋的7完成签到,获得积分10
10秒前
不学发布了新的文献求助10
10秒前
Ava的应助被虚拟的若采纳,获得10
11秒前
若宫伊芙完成签到,获得积分10
12秒前
12秒前
你啊你啊完成签到,获得积分10
12秒前
13秒前
pluto的应助被SunGuangkai采纳,获得10
13秒前
通通真行完成签到,获得积分10
14秒前
16秒前
上帝粒子完成签到,获得积分10
17秒前
zxr发布了新的文献求助10
18秒前
19秒前
20秒前
youbei发布了新的文献求助10
20秒前
cmcm完成签到,获得积分10
20秒前
21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
Aspects of Post-SPE Phonology 2000
Nanocomposite Removal of Pesticides from Wastewater 1000
Practical Manual of Forensic Psychophysiology: Methodology, Execution, and Fields of Application 800
Rosenblum, Global Change Biology 800
Final Report for the 2-D Test of Model 901 Rotor and Wing Airfoils (BSWT 592) 528
Berberine regulates the TLR4 signaling pathway to suppress hypoxia-induced proliferation and migration of pulmonary arterial smooth muscle cells 520
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 有机化学 物理 生物化学 化学工程 内科学 复合材料 催化作用 心理学 人工智能 细胞生物学 光电子学 无机化学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 7907085
求助须知:如何正确求助?哪些是违规求助? 9411426
关于积分的说明 20892653
捐赠科研通 7507688
什么是DOI,文献DOI怎么找? 3361856
关于科研通互助平台的介绍 2499796
邀请新用户注册赠送积分活动 2392133