用户生成数据对搜索结果质量有多重要?

How Important Are User-Generated Data for Search Result Quality?

Journal of Law & Economics · 2025
被引 2
人大 A-ABS 3

中文导读

研究发现,小型搜索引擎与谷歌在常见查询上结果质量相近,但罕见查询(占流量74%)的差异主要源于数据量;实验表明,增加数据可提升小型引擎质量,暗示强制数据共享是促进竞争的必要条件。

Abstract

Do search engines produce better results because their algorithms are better or because they can access more data from past searches? We document that the algorithm of a small search engine can produce nonpersonalized results that are of similar quality to those of the dominant firm (Google) for certain types of search queries. Overall differences in the quality of search results are explained by searches for rare queries, which constitute 74 percent of the traffic in our data. We conduct an experiment in which we keep the algorithm of a small search engine fixed and only vary the amount of data it uses as input. Our results show that giving small search engines access to more data about rare queries improves the quality of their results. This suggests that mandatory data sharing by large search engines is a necessary condition, yet probably not a sufficient one, to increase competition in the search market.

搜索引擎算法用户生成数据罕见查询搜索结果质量