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Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces

Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving...

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Detalles Bibliográficos
Autores principales: Berman, Yonatan, Ben-Jacob, Eshel, Zhang, Xin, Shapira, Yoash
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816528/
https://www.ncbi.nlm.nih.gov/pubmed/27031230
http://dx.doi.org/10.1371/journal.pone.0152487
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author Berman, Yonatan
Ben-Jacob, Eshel
Zhang, Xin
Shapira, Yoash
author_facet Berman, Yonatan
Ben-Jacob, Eshel
Zhang, Xin
Shapira, Yoash
author_sort Berman, Yonatan
collection PubMed
description Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving forces, inspired by mean reverting stochastic processes. Using the model we were able to explain the market sectors’ long term behavior and estimate the coupling strength between stocks in financial markets and the sector specific driving forces. Notably, the analysis was successfully applied to the shipping market, in which the Baltic dry index (BDI), an assessment of the price of transporting the major raw materials by sea, influences the shipping financial market. We also present the analysis of other sectors—the gold mining market and the food production market, for which the model was also successfully applied. The model can serve as a general tool for characterizing the coupling between external forces and affected financial variables and therefore for estimating the risk in sectors and their vulnerability to external stress.
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spelling pubmed-48165282016-04-14 Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces Berman, Yonatan Ben-Jacob, Eshel Zhang, Xin Shapira, Yoash PLoS One Research Article Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving forces, inspired by mean reverting stochastic processes. Using the model we were able to explain the market sectors’ long term behavior and estimate the coupling strength between stocks in financial markets and the sector specific driving forces. Notably, the analysis was successfully applied to the shipping market, in which the Baltic dry index (BDI), an assessment of the price of transporting the major raw materials by sea, influences the shipping financial market. We also present the analysis of other sectors—the gold mining market and the food production market, for which the model was also successfully applied. The model can serve as a general tool for characterizing the coupling between external forces and affected financial variables and therefore for estimating the risk in sectors and their vulnerability to external stress. Public Library of Science 2016-03-31 /pmc/articles/PMC4816528/ /pubmed/27031230 http://dx.doi.org/10.1371/journal.pone.0152487 Text en © 2016 Berman 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
Berman, Yonatan
Ben-Jacob, Eshel
Zhang, Xin
Shapira, Yoash
Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title_full Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title_fullStr Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title_full_unstemmed Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title_short Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
title_sort analyzing the long term cohesive effect of sector specific driving forces
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816528/
https://www.ncbi.nlm.nih.gov/pubmed/27031230
http://dx.doi.org/10.1371/journal.pone.0152487
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