Quality-Variety Tradeoffs in Recommendation Systems on Content Platforms

多样性(控制论) 质量(理念) 计算机科学 推荐系统 估价(财务) 内容(测量理论) 功能(生物学) 内容分析 用户生成的内容 维数(图论) 消费(社会学) 利用 体验质量 营销 业务
作者
Tianxin Zou,Yue Wu,Miklos Sarvary
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
标识
DOI:10.1287/mnsc.2025.00300
摘要

User-generated content platforms use recommendation systems (RSs) to deliver content from a vast number of creators to a diverse audience based on content quality and its match to consumers’ tastes. Existing research has primarily examined their impact on demand-side factors, such as the quality and variety of content consumption. In contrast, less attention has been paid to their influence on supply-side factors, including creators’ entry and quality decisions and their interaction with users’ content diets. The literature has also largely overlooked the hit-driven nature of content production—where a few “trendy” items attract outsized interest in unpredictable ways. We address these omissions by explicitly modeling creators’ entry and quality decisions. We reveal a tradeoff between the equilibrium content quality and variety produced on a platform. Although increasing the recommended content’s fit to users’ preferences benefits consumers and the platform, emphasizing higher quality may reduce content variety and the emergence of trendy items, potentially lowering overall consumer valuation of the platform. We show that whether emphasizing the quality dimension is detrimental depends on consumers’ valuations for content match and trendiness, the heterogeneity level of their valuations, creators’ capabilities of flexibly choosing their content types, and their barrier to enter the platform. Additionally, consumption variety is a U-shaped function of the emphasis the recommendation system puts on content quality. This paper was accepted by Greg Shaffer, marketing. Supplemental Material: The online appendix is available at https://doi.org/10.1287/mnsc.2025.00300 .
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
4秒前
Liii完成签到 ,获得积分10
6秒前
Sweet完成签到 ,获得积分10
9秒前
柏柏应助科研爱好者采纳,获得10
10秒前
科研通AI6.4应助四壁雪采纳,获得10
14秒前
RaeganWehe完成签到,获得积分10
18秒前
21秒前
竹青应助Jack80采纳,获得30
21秒前
古柳完成签到,获得积分10
25秒前
分手吧亚索完成签到,获得积分10
26秒前
四壁雪发布了新的文献求助10
27秒前
望向天空的鱼完成签到 ,获得积分10
30秒前
蔡从安发布了新的文献求助10
31秒前
MadysonKotrba完成签到,获得积分10
31秒前
zhang完成签到 ,获得积分10
32秒前
隐形曼青应助刘家那个宝采纳,获得10
35秒前
绚烂无比的猫完成签到 ,获得积分10
39秒前
大气的迎丝完成签到 ,获得积分10
41秒前
动人的珩完成签到,获得积分10
43秒前
MatildaDownman完成签到,获得积分10
44秒前
JamesPei应助斑驳采纳,获得10
48秒前
华仔应助动人的珩采纳,获得10
52秒前
hiraabb完成签到 ,获得积分10
54秒前
寒冷的如曼完成签到 ,获得积分10
57秒前
Copyright应助蔡从安采纳,获得10
57秒前
Copyright应助蔡从安采纳,获得10
57秒前
DarianaEderer完成签到,获得积分10
58秒前
59秒前
1分钟前
蔡从安完成签到,获得积分20
1分钟前
斑驳完成签到,获得积分10
1分钟前
112完成签到,获得积分10
1分钟前
1分钟前
Jimmy_King完成签到 ,获得积分10
1分钟前
司空随阴发布了新的文献求助10
1分钟前
四壁雪完成签到,获得积分10
1分钟前
渔夫完成签到,获得积分10
1分钟前
chen完成签到,获得积分10
1分钟前
1分钟前
1分钟前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(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
Molecular Mechanisms of Photosynthesis, 4th Edition 1000
Organic Reactions, Volume 116 1000
Current concepts in cutaneous toxicity : proceedings of the Fourth Conference on Cutaneous Toxicity, Washington, D.C., May 9-11, 1979 1000
The recovery-stress questionnaires : user manual 800
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7257699
求助须知:如何正确求助?哪些是违规求助? 8879580
关于积分的说明 18757472
捐赠科研通 6938054
什么是DOI,文献DOI怎么找? 3201146
关于科研通互助平台的介绍 2375264
邀请新用户注册赠送积分活动 2176952