设计选择如何影响社交内容寿命,关键在阶段适配与评估方法。
Crafting Tomorrow: The Influence of Design Choices on Fresh Content in Social Media Recommendation
- 分析界面、算法等设计对内容生命周期的影响机制。
- 发现微小决策可显著改变内容留存率(CVP/CSR)。
- 适合平台设计者与推荐系统研究者参考。
社交媒体每日产生数百万条新内容,其持续影响力取决于设计选择。本文通过精心设计的实验,探究界面特征、算法策略和系统设置如何影响内容的存续周期,重点考察内容进展(CVP)与内容生存率(CSR)等指标。研究指出,内容经历不同阶段,需针对性策略,单一方案效果不佳。同时,批判传统实验设计的局限性,提倡采用更精确的方法以提升评估准确性,避免误判内容生命周期规律。
原文摘要 · Abstract (English)
The rise in popularity of social media platforms, has resulted in millions of new, content pieces being created every day. This surge in content creation underscores the need to pay attention to our design choices as they can greatly impact how long content remains relevant. In today's landscape where regularly recommending new content is crucial, particularly in the absence of detailed information, a variety of factors such as UI features, algorithms and system settings contribute to shaping the journey of content across the platform. While previous research has focused on how new content affects users' experiences, this study takes a different approach by analyzing these decisions considering the content itself. Through a series of carefully crafted experiments we explore how seemingly small decisions can influence the longevity of content, measured by metrics like Content Progression (CVP) and Content Survival (CSR). We also emphasize the importance of recognizing the stages that content goes through underscoring the need to tailor strategies for each stage as a one size fits all approach may not be effective. Additionally we argue for a departure from traditional experimental setups in the study of content lifecycles, to avoid potential misunderstandings while proposing advanced techniques, to achieve greater precision and accuracy in the evaluation process.
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