Cargando…

Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk

Complex systems inspired analysis suggests a hypothesis that financial meltdowns are abrupt critical transitions that occur when the system reaches a tipping point. Theoretical and empirical studies on climatic and ecological dynamical systems have shown that approach to tipping points is preceded b...

Descripción completa

Detalles Bibliográficos
Autores principales: Guttal, Vishwesha, Raghavendra, Srinivas, Goel, Nikunj, Hoarau, Quentin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4711996/
https://www.ncbi.nlm.nih.gov/pubmed/26761792
http://dx.doi.org/10.1371/journal.pone.0144198
_version_ 1782409994424025088
author Guttal, Vishwesha
Raghavendra, Srinivas
Goel, Nikunj
Hoarau, Quentin
author_facet Guttal, Vishwesha
Raghavendra, Srinivas
Goel, Nikunj
Hoarau, Quentin
author_sort Guttal, Vishwesha
collection PubMed
description Complex systems inspired analysis suggests a hypothesis that financial meltdowns are abrupt critical transitions that occur when the system reaches a tipping point. Theoretical and empirical studies on climatic and ecological dynamical systems have shown that approach to tipping points is preceded by a generic phenomenon called critical slowing down, i.e. an increasingly slow response of the system to perturbations. Therefore, it has been suggested that critical slowing down may be used as an early warning signal of imminent critical transitions. Whether financial markets exhibit critical slowing down prior to meltdowns remains unclear. Here, our analysis reveals that three major US (Dow Jones Index, S&P 500 and NASDAQ) and two European markets (DAX and FTSE) did not exhibit critical slowing down prior to major financial crashes over the last century. However, all markets showed strong trends of rising variability, quantified by time series variance and spectral function at low frequencies, prior to crashes. These results suggest that financial crashes are not critical transitions that occur in the vicinity of a tipping point. Using a simple model, we argue that financial crashes are likely to be stochastic transitions which can occur even when the system is far away from the tipping point. Specifically, we show that a gradually increasing strength of stochastic perturbations may have caused to abrupt transitions in the financial markets. Broadly, our results highlight the importance of stochastically driven abrupt transitions in real world scenarios. Our study offers rising variability as a precursor of financial meltdowns albeit with a limitation that they may signal false alarms.
format Online
Article
Text
id pubmed-4711996
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-47119962016-01-26 Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk Guttal, Vishwesha Raghavendra, Srinivas Goel, Nikunj Hoarau, Quentin PLoS One Research Article Complex systems inspired analysis suggests a hypothesis that financial meltdowns are abrupt critical transitions that occur when the system reaches a tipping point. Theoretical and empirical studies on climatic and ecological dynamical systems have shown that approach to tipping points is preceded by a generic phenomenon called critical slowing down, i.e. an increasingly slow response of the system to perturbations. Therefore, it has been suggested that critical slowing down may be used as an early warning signal of imminent critical transitions. Whether financial markets exhibit critical slowing down prior to meltdowns remains unclear. Here, our analysis reveals that three major US (Dow Jones Index, S&P 500 and NASDAQ) and two European markets (DAX and FTSE) did not exhibit critical slowing down prior to major financial crashes over the last century. However, all markets showed strong trends of rising variability, quantified by time series variance and spectral function at low frequencies, prior to crashes. These results suggest that financial crashes are not critical transitions that occur in the vicinity of a tipping point. Using a simple model, we argue that financial crashes are likely to be stochastic transitions which can occur even when the system is far away from the tipping point. Specifically, we show that a gradually increasing strength of stochastic perturbations may have caused to abrupt transitions in the financial markets. Broadly, our results highlight the importance of stochastically driven abrupt transitions in real world scenarios. Our study offers rising variability as a precursor of financial meltdowns albeit with a limitation that they may signal false alarms. Public Library of Science 2016-01-13 /pmc/articles/PMC4711996/ /pubmed/26761792 http://dx.doi.org/10.1371/journal.pone.0144198 Text en © 2016 Guttal 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
Guttal, Vishwesha
Raghavendra, Srinivas
Goel, Nikunj
Hoarau, Quentin
Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title_full Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title_fullStr Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title_full_unstemmed Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title_short Lack of Critical Slowing Down Suggests that Financial Meltdowns Are Not Critical Transitions, yet Rising Variability Could Signal Systemic Risk
title_sort lack of critical slowing down suggests that financial meltdowns are not critical transitions, yet rising variability could signal systemic risk
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4711996/
https://www.ncbi.nlm.nih.gov/pubmed/26761792
http://dx.doi.org/10.1371/journal.pone.0144198
work_keys_str_mv AT guttalvishwesha lackofcriticalslowingdownsuggeststhatfinancialmeltdownsarenotcriticaltransitionsyetrisingvariabilitycouldsignalsystemicrisk
AT raghavendrasrinivas lackofcriticalslowingdownsuggeststhatfinancialmeltdownsarenotcriticaltransitionsyetrisingvariabilitycouldsignalsystemicrisk
AT goelnikunj lackofcriticalslowingdownsuggeststhatfinancialmeltdownsarenotcriticaltransitionsyetrisingvariabilitycouldsignalsystemicrisk
AT hoarauquentin lackofcriticalslowingdownsuggeststhatfinancialmeltdownsarenotcriticaltransitionsyetrisingvariabilitycouldsignalsystemicrisk