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大型美国公司产品多样性下降:模型与度量。

Dropping diversity of products of large US firms: Models and measures.

机构信息

Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America.

Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America.

出版信息

PLoS One. 2022 Mar 16;17(3):e0264330. doi: 10.1371/journal.pone.0264330. eCollection 2022.

Abstract

It is widely assumed that in our lifetimes the products available in the global economy have become more diverse. This assumption is difficult to investigate directly, however, because it is difficult to collect the necessary data about every product in an economy each year. We solve this problem by mining publicly available textual descriptions of the products of every large US firms each year from 1997 to 2017. Although many aspects of economic productivity have been steadily rising during this period, our text-based measurements show that the diversity of the products of at least large US firms has steadily declined. This downward trend is visible using a variety of product diversity metrics, including some that depend on a measurement of the similarity of the products of every single pair of firms. The current state of the art in comprehensive and detailed firm-similarity measurements is a Boolean word vector model due to Hoberg and Phillips. We measure diversity using firm-similarities from this Boolean model and two more sophisticated variants, and we consistently observe a significant dropping trend in product diversity. These results make it possible to frame and start to test specific hypotheses for explaining the dropping product diversity trend.

摘要

人们普遍认为,在我们有生之年,全球经济中的产品变得更加多样化。然而,由于难以每年收集到经济中每种产品的必要数据,这种假设很难直接调查。我们通过挖掘 1997 年至 2017 年期间每年来自美国大公司的产品的公开可用的文本描述来解决这个问题。尽管在此期间,许多方面的经济生产力都在稳步上升,但我们基于文本的衡量标准表明,至少美国大公司的产品多样性在稳步下降。使用各种产品多样性衡量标准,包括一些依赖于衡量每对公司产品相似性的衡量标准,可以看到这种下降趋势。由于 Hoberg 和 Phillips 的贡献,目前用于全面和详细的公司相似性衡量的最先进方法是布尔词向量模型。我们使用来自这个布尔模型和另外两个更复杂的变体的公司相似度来衡量多样性,并且一致观察到产品多样性显著下降的趋势。这些结果使得为解释产品多样性下降趋势提出具体假设并开始测试这些假设成为可能。

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