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Examining GDP Growth and Its Volatility: An Episodic Approach

In this paper, we study economic growth and its volatility from an episodic perspective. We first demonstrate the ability of the genetic algorithm to detect shifts in the volatility and levels of a given time series. Having shown that it works well, we then use it to detect structural breaks that se...

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Detalles Bibliográficos
Autores principales: Bartak, Jakub, Jabłoński, Łukasz, Jastrzębska, Agnieszka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8307840/
https://www.ncbi.nlm.nih.gov/pubmed/34356431
http://dx.doi.org/10.3390/e23070890
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author Bartak, Jakub
Jabłoński, Łukasz
Jastrzębska, Agnieszka
author_facet Bartak, Jakub
Jabłoński, Łukasz
Jastrzębska, Agnieszka
author_sort Bartak, Jakub
collection PubMed
description In this paper, we study economic growth and its volatility from an episodic perspective. We first demonstrate the ability of the genetic algorithm to detect shifts in the volatility and levels of a given time series. Having shown that it works well, we then use it to detect structural breaks that segment the GDP per capita time series into episodes characterized by different means and volatility of growth rates. We further investigate whether a volatile economy is likely to grow more slowly and analyze the determinants of high/low growth with high/low volatility patterns. The main results indicate a negative relationship between volatility and growth. Moreover, the results suggest that international trade simultaneously promotes growth and increases volatility, human capital promotes growth and stability, and financial development reduces volatility and negatively correlates with growth.
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spelling pubmed-83078402021-07-25 Examining GDP Growth and Its Volatility: An Episodic Approach Bartak, Jakub Jabłoński, Łukasz Jastrzębska, Agnieszka Entropy (Basel) Article In this paper, we study economic growth and its volatility from an episodic perspective. We first demonstrate the ability of the genetic algorithm to detect shifts in the volatility and levels of a given time series. Having shown that it works well, we then use it to detect structural breaks that segment the GDP per capita time series into episodes characterized by different means and volatility of growth rates. We further investigate whether a volatile economy is likely to grow more slowly and analyze the determinants of high/low growth with high/low volatility patterns. The main results indicate a negative relationship between volatility and growth. Moreover, the results suggest that international trade simultaneously promotes growth and increases volatility, human capital promotes growth and stability, and financial development reduces volatility and negatively correlates with growth. MDPI 2021-07-13 /pmc/articles/PMC8307840/ /pubmed/34356431 http://dx.doi.org/10.3390/e23070890 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bartak, Jakub
Jabłoński, Łukasz
Jastrzębska, Agnieszka
Examining GDP Growth and Its Volatility: An Episodic Approach
title Examining GDP Growth and Its Volatility: An Episodic Approach
title_full Examining GDP Growth and Its Volatility: An Episodic Approach
title_fullStr Examining GDP Growth and Its Volatility: An Episodic Approach
title_full_unstemmed Examining GDP Growth and Its Volatility: An Episodic Approach
title_short Examining GDP Growth and Its Volatility: An Episodic Approach
title_sort examining gdp growth and its volatility: an episodic approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8307840/
https://www.ncbi.nlm.nih.gov/pubmed/34356431
http://dx.doi.org/10.3390/e23070890
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