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Dropping diversity of products of large US firms: Models and measures
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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8926282/ https://www.ncbi.nlm.nih.gov/pubmed/35294464 http://dx.doi.org/10.1371/journal.pone.0264330 |
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author | Nambiar, Ananthan Rubel, Tobias McCaull, James deVries, Jon Bedau, Mark |
author_facet | Nambiar, Ananthan Rubel, Tobias McCaull, James deVries, Jon Bedau, Mark |
author_sort | Nambiar, Ananthan |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8926282 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-89262822022-03-17 Dropping diversity of products of large US firms: Models and measures Nambiar, Ananthan Rubel, Tobias McCaull, James deVries, Jon Bedau, Mark PLoS One Research Article 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. Public Library of Science 2022-03-16 /pmc/articles/PMC8926282/ /pubmed/35294464 http://dx.doi.org/10.1371/journal.pone.0264330 Text en © 2022 Nambiar et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Nambiar, Ananthan Rubel, Tobias McCaull, James deVries, Jon Bedau, Mark Dropping diversity of products of large US firms: Models and measures |
title | Dropping diversity of products of large US firms: Models and measures |
title_full | Dropping diversity of products of large US firms: Models and measures |
title_fullStr | Dropping diversity of products of large US firms: Models and measures |
title_full_unstemmed | Dropping diversity of products of large US firms: Models and measures |
title_short | Dropping diversity of products of large US firms: Models and measures |
title_sort | dropping diversity of products of large us firms: models and measures |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8926282/ https://www.ncbi.nlm.nih.gov/pubmed/35294464 http://dx.doi.org/10.1371/journal.pone.0264330 |
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