Three Different Ways Synchronization Can Cause Contagion in Financial Markets
Authored by Naji Massad, Jorgen Vitting Andersen
Date Published: 2018
DOI: 10.3390/risks6040104
Sponsors:
French National Research Agency (ANR)
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
We introduce tools to capture the dynamics of three different pathways,
in which the synchronization of human decision-making could lead to
turbulent periods and contagion phenomena in financial markets. The
first pathway is caused when stock market indices, seen as a set of
coupled integrate-and-fire oscillators, synchronize in frequency. The
integrate-and-fire dynamics happens due to ``change blindness{''}, a
trait in human decision-making where people have the tendency to ignore
small changes, but take action when a large change happens. The second
pathway happens due to feedback mechanisms between market performance
and the use of certain (decoupled) trading strategies. The third pathway
occurs through the effects of communication and its impact on human
decision-making. A model is introduced in which financial market
performance has an impact on decision-making through communication
between people. Conversely, the sentiment created via communication has
an impact on financial market performance. The methodologies used are:
agent based modeling, models of integrate-and-fire oscillators, and
communication models of human decision-making.
Tags
Agent-based modeling
Opinion formation
Risk
synchronization
Decoupling
Oscillators
Human decision making