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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...

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Autores principales: Nambiar, Ananthan, Rubel, Tobias, McCaull, James, deVries, Jon, Bedau, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
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.
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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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