McCarthy Paul X, Gong Xian, Eghbal Sina, Falster Daniel S, Rizoiu Marian-Andrei
School of Computer Science and Engineering, University of New South Wales, Sydney, Australia.
College of Engineering and Computer Science, The Australian National University, Canberra, Australia.
PLoS One. 2021 Apr 28;16(4):e0249993. doi: 10.1371/journal.pone.0249993. eCollection 2021.
Ever since the web began, the number of websites has been growing exponentially. These websites cover an ever-increasing range of online services that fill a variety of social and economic functions across a growing range of industries. Yet the networked nature of the web, combined with the economics of preferential attachment, increasing returns and global trade, suggest that over the long run a small number of competitive giants are likely to dominate each functional market segment, such as search, retail and social media. Here we perform a large scale longitudinal study to quantify the distribution of attention given in the online environment to competing organisations. In two large online social media datasets, containing more than 10 billion posts and spanning more than a decade, we tally the volume of external links posted towards the organisations' main domain name as a proxy for the online attention they receive. We also use the Common Crawl dataset-which contains the linkage patterns between more than a billion different websites-to study the patterns of link concentration over the past three years across the entire web. Lastly, we showcase the linking between economic, financial and market data by exploring the relationships between online attention on social media and the growth in enterprise value in the electric carmaker Tesla. Our analysis shows that despite the fact that we observe consistent growth in all the macro indicators-the total amount of online attention, in the number of organisations with an online presence, and in the functions they perform-we also observe that a smaller number of organisations account for an ever-increasing proportion of total user attention, usually with one large player dominating each function. These results highlight how evolution of the online economy involves innovation, diversity, and then competitive dominance.
自网络诞生以来,网站数量呈指数级增长。这些网站涵盖的在线服务范围不断扩大,在越来越多的行业中发挥着各种社会和经济功能。然而,网络的联网性质,加上优先连接、收益递增和全球贸易的经济规律,表明从长远来看,少数具有竞争力的巨头可能会主导每个功能市场领域,如搜索、零售和社交媒体。在此,我们进行了一项大规模的纵向研究,以量化在线环境中对竞争组织的关注分布情况。在两个大型在线社交媒体数据集中,包含超过100亿条帖子且跨度超过十年,我们统计指向各组织主要域名的外部链接数量,以此作为它们所获在线关注的代理指标。我们还使用了Common Crawl数据集(其中包含超过10亿个不同网站之间的链接模式)来研究过去三年整个网络上的链接集中模式。最后,我们通过探索社交媒体上的在线关注与电动汽车制造商特斯拉企业价值增长之间的关系,展示经济、金融和市场数据之间的联系。我们的分析表明,尽管我们观察到所有宏观指标都在持续增长——在线关注总量、拥有在线业务的组织数量以及它们所执行的功能数量——但我们也观察到,越来越少的组织占据了用户总关注的越来越大的比例,通常每个功能领域都由一个大型参与者主导。这些结果凸显了在线经济的演变如何涉及创新、多样性,然后是竞争主导地位。