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Economic complexity unfolded: Interpretable model for the productive structure of economies

Economic complexity reflects the amount of knowledge that is embedded in the productive structure of an economy. It resides on the premise of hidden capabilities—fundamental endowments underlying the productive structure. In general, measuring the capabilities behind economic complexity directly is...

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Detalles Bibliográficos
Autores principales: Utkovski, Zoran, Pradier, Melanie F., Stojkoski, Viktor, Perez-Cruz, Fernando, Kocarev, Ljupco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6080758/
https://www.ncbi.nlm.nih.gov/pubmed/30086166
http://dx.doi.org/10.1371/journal.pone.0200822
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author Utkovski, Zoran
Pradier, Melanie F.
Stojkoski, Viktor
Perez-Cruz, Fernando
Kocarev, Ljupco
author_facet Utkovski, Zoran
Pradier, Melanie F.
Stojkoski, Viktor
Perez-Cruz, Fernando
Kocarev, Ljupco
author_sort Utkovski, Zoran
collection PubMed
description Economic complexity reflects the amount of knowledge that is embedded in the productive structure of an economy. It resides on the premise of hidden capabilities—fundamental endowments underlying the productive structure. In general, measuring the capabilities behind economic complexity directly is difficult, and indirect measures have been suggested which exploit the fact that the presence of the capabilities is expressed in a country’s mix of products. We complement these studies by introducing a probabilistic framework which leverages Bayesian non-parametric techniques to extract the dominant features behind the comparative advantage in exported products. Based on economic evidence and trade data, we place a restricted Indian Buffet Process on the distribution of countries’ capability endowment, appealing to a culinary metaphor to model the process of capability acquisition. The approach comes with a unique level of interpretability, as it produces a concise and economically plausible description of the instantiated capabilities.
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spelling pubmed-60807582018-08-16 Economic complexity unfolded: Interpretable model for the productive structure of economies Utkovski, Zoran Pradier, Melanie F. Stojkoski, Viktor Perez-Cruz, Fernando Kocarev, Ljupco PLoS One Research Article Economic complexity reflects the amount of knowledge that is embedded in the productive structure of an economy. It resides on the premise of hidden capabilities—fundamental endowments underlying the productive structure. In general, measuring the capabilities behind economic complexity directly is difficult, and indirect measures have been suggested which exploit the fact that the presence of the capabilities is expressed in a country’s mix of products. We complement these studies by introducing a probabilistic framework which leverages Bayesian non-parametric techniques to extract the dominant features behind the comparative advantage in exported products. Based on economic evidence and trade data, we place a restricted Indian Buffet Process on the distribution of countries’ capability endowment, appealing to a culinary metaphor to model the process of capability acquisition. The approach comes with a unique level of interpretability, as it produces a concise and economically plausible description of the instantiated capabilities. Public Library of Science 2018-08-07 /pmc/articles/PMC6080758/ /pubmed/30086166 http://dx.doi.org/10.1371/journal.pone.0200822 Text en © 2018 Utkovski et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Utkovski, Zoran
Pradier, Melanie F.
Stojkoski, Viktor
Perez-Cruz, Fernando
Kocarev, Ljupco
Economic complexity unfolded: Interpretable model for the productive structure of economies
title Economic complexity unfolded: Interpretable model for the productive structure of economies
title_full Economic complexity unfolded: Interpretable model for the productive structure of economies
title_fullStr Economic complexity unfolded: Interpretable model for the productive structure of economies
title_full_unstemmed Economic complexity unfolded: Interpretable model for the productive structure of economies
title_short Economic complexity unfolded: Interpretable model for the productive structure of economies
title_sort economic complexity unfolded: interpretable model for the productive structure of economies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6080758/
https://www.ncbi.nlm.nih.gov/pubmed/30086166
http://dx.doi.org/10.1371/journal.pone.0200822
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