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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8307840 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT bartakjakub examininggdpgrowthanditsvolatilityanepisodicapproach AT jabłonskiłukasz examininggdpgrowthanditsvolatilityanepisodicapproach AT jastrzebskaagnieszka examininggdpgrowthanditsvolatilityanepisodicapproach |