Emerging markets and heavy tails

•We study heavy-tailedness of emerging FX markets using recently proposed inference methods.•Heavy-tailedness in emerging FX markets is more pronounced compared to developed economies.•In contrast to developed countries, variances may be infinite for several emerging FX rates.•Heavy-tailedness in mo...

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Published inJournal of banking & finance Vol. 37; no. 7; pp. 2546 - 2559
Main Authors Ibragimov, Marat, Ibragimov, Rustam, Kattuman, Paul
Format Journal Article
LanguageEnglish
Published Amsterdam Elsevier B.V 01.07.2013
Elsevier Sequoia S.A
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Abstract •We study heavy-tailedness of emerging FX markets using recently proposed inference methods.•Heavy-tailedness in emerging FX markets is more pronounced compared to developed economies.•In contrast to developed countries, variances may be infinite for several emerging FX rates.•Heavy-tailedness in most of the FX markets did not change significantly during the on-going crisis.•Some FX markets have experienced structural changes in heavy-tailedness during the crisis. Emerging countries are held to be subject to more frequent and more pronounced external and internal shocks than their developed counter-parts. This suggests that key variables pertaining to their markets, including their exchange rates, will be marked by greater likelihood of extreme observations and large fluctuations. We focus on the hypothesis that compared to developed country exchange rates, emerging country exchange rates will be more pronouncedly heavy-tailed. We find support for the hypothesis using recently proposed robust tail index estimation methods which, in particular, perform well under heavy-tailed dependent GARCH processes that are often used for modeling exchange rates. According to the estimation results reported in the paper, variances may be infinite for several emerging country exchange rates. Tail index values ζ=p∈(2.6,2.8) appear to be at the dividing boundary between the two sets of countries: while the moments of order p∈(2.6,2.8) are finite for most of the developed country exchange rates, they may be (or are) infinite for most of the emerging country exchange rates. We also study the impact of the on-going financial and economic crisis, and find that heavy-tailedness properties of most exchange rates did not change significantly with the onset of the crisis. At the same time, some foreign exchange markets have experienced structural changes in their heavy-tailedness properties during the crisis.
AbstractList •We study heavy-tailedness of emerging FX markets using recently proposed inference methods.•Heavy-tailedness in emerging FX markets is more pronounced compared to developed economies.•In contrast to developed countries, variances may be infinite for several emerging FX rates.•Heavy-tailedness in most of the FX markets did not change significantly during the on-going crisis.•Some FX markets have experienced structural changes in heavy-tailedness during the crisis. Emerging countries are held to be subject to more frequent and more pronounced external and internal shocks than their developed counter-parts. This suggests that key variables pertaining to their markets, including their exchange rates, will be marked by greater likelihood of extreme observations and large fluctuations. We focus on the hypothesis that compared to developed country exchange rates, emerging country exchange rates will be more pronouncedly heavy-tailed. We find support for the hypothesis using recently proposed robust tail index estimation methods which, in particular, perform well under heavy-tailed dependent GARCH processes that are often used for modeling exchange rates. According to the estimation results reported in the paper, variances may be infinite for several emerging country exchange rates. Tail index values ζ=p∈(2.6,2.8) appear to be at the dividing boundary between the two sets of countries: while the moments of order p∈(2.6,2.8) are finite for most of the developed country exchange rates, they may be (or are) infinite for most of the emerging country exchange rates. We also study the impact of the on-going financial and economic crisis, and find that heavy-tailedness properties of most exchange rates did not change significantly with the onset of the crisis. At the same time, some foreign exchange markets have experienced structural changes in their heavy-tailedness properties during the crisis.
Emerging countries are held to be subject to more frequent and more pronounced external and internal shocks than their developed counter-parts. This suggests that key variables pertaining to their markets, including their exchange rates, will be marked by greater likelihood of extreme observations and large fluctuations. This paper focuses on the hypothesis that compared to developed country exchange rates, emerging country exchange rates will be more pronouncedly heavy-tailed. It finds support for the hypothesis using recently proposed robust tail index estimation methods which, in particular, perform well under heavy-tailed dependent GARCH processes that are often used for modeling exchange rates. According to the estimation results reported in the paper, variances may be infinite for several emerging country exchange rates. Tail index values ... = p ... (2.6, 2.8) appear to be at the dividing boundary between the two sets of countries: while the moments of order p ... (2.6, 2.8) are finite for most of the developed country exchange rates, they may be (or are) infinite for most of the emerging country exchange rates. This paper also studies the impact of the on-going financial and economic crisis, and find that heavy-tailedness properties of most exchange rates did not change significantly with the onset of the crisis. At the same time, some foreign exchange markets have experienced structural changes in their heavy-tailedness properties during the crisis. (ProQuest: ... denotes formulae/symbols omitted.)
Emerging countries are held to be subject to more frequent and more pronounced external and internal shocks than their developed counter-parts. This suggests that key variables pertaining to their markets, including their exchange rates, will be marked by greater likelihood of extreme observations and large fluctuations. This paper focuses on the hypothesis that compared to developed country exchange rates, emerging country exchange rates will be more pronouncedly heavy-tailed. It finds support for the hypothesis using recently proposed robust tail index estimation methods which, in particular, perform well under heavy-tailed dependent GARCH processes that are often used for modeling exchange rates. According to the estimation results reported in the paper, variances may be infinite for several emerging country exchange rates. Tail index values ... = p ... (2.6, 2.8) appear to be at the dividing boundary between the two sets of countries: while the moments of order p ... (2.6, 2.8) are finite for most of the developed country exchange rates, they may be (or are) infinite for most of the emerging country exchange rates. This paper also studies the impact of the on-going financial and economic crisis, and find that heavy-tailedness properties of most exchange rates did not change significantly with the onset of the crisis. At the same time, some foreign exchange markets have experienced structural changes in their heavy-tailedness properties during the crisis. (ProQuest: ... denotes formulae/symbols omitted.) All rights reserved, Elsevier
Author Ibragimov, Marat
Ibragimov, Rustam
Kattuman, Paul
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  givenname: Rustam
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  givenname: Paul
  surname: Kattuman
  fullname: Kattuman, Paul
  email: p.kattuman@jbs.cam.ac.uk
  organization: Judge Business School, University of Cambridge, Trumpington Street, Cambridge CB2 1AG, UK
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Keywords Exchange rates
Emerging countries
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Log–log rank-size regression
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Financial crisis
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Snippet •We study heavy-tailedness of emerging FX markets using recently proposed inference methods.•Heavy-tailedness in emerging FX markets is more pronounced...
Emerging countries are held to be subject to more frequent and more pronounced external and internal shocks than their developed counter-parts. This suggests...
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SubjectTerms Economic crisis
Economic fluctuations
Economic models
Economic shock
Economic theory
Emerging countries
Emerging markets
Exchange rates
Financial crisis
Foreign exchange markets
Foreign exchange rates
Heavy-tailedness
Hypotheses
International comparisons
Log–log rank-size regression
Robust estimation
Studies
Tail indices
Title Emerging markets and heavy tails
URI https://dx.doi.org/10.1016/j.jbankfin.2013.02.019
https://www.proquest.com/docview/1349940748
https://www.proquest.com/docview/1419691364
Volume 37
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