Prudential stress testing in financial networks
Mikhail Oet, Ivana Ruffini, Kimmo Soramäki and Tuomas Takko
Foreword
Introduction
Digitalisation and transformation in economics and finance
Big data for policymaking in economics and finance: the potential and challenges
Quality matters: for insightful quality advice, get to know your big data
Statistics and machine learning: variations on a theme
Advanced statistical analysis of large-scale Web-based data
Text analysis
Prudential stress testing in financial networks
Data visualization: developing capabilities to make decisions and communicate
Data science in economics and finance: tools, infrastructure and challenges
Data science and machine learning for a data-driven central bank
Large-scale commercial data for economic analysis
Artificial intelligence and data are transforming the modern newsroom: a Bloomberg case study
Implementing big data solutions
A borderless market for digital data
Legal/ethical aspects and privacy: enabling free data flows
Assessing the trustworthiness of artificial intelligence
“Big tech”, journalism and the future of knowledge
Prudential stress testing in financial networks is important because it gives organisations insight and knowledge about unobservable sources and critical means of controlling systemic risk that is otherwise not known to them. Key sources of unobservable systemic risk include the indirect network effects of the behaviour and choices of people and institutions and the markets they operate in. These can be measured by understanding their interconnectedness from structured and unstructured data sets. The key elements of control are the mechanisms by which systemic effects manifest in financial networks: default contagion, distress contagion, common assets contagion and funding liquidity contagion. The key types of prudential questions that organisations can answer shed light on perturbations in networks centering on microprudential (organisational) and macroprudential (systemic) risks.
Microprudential stress testing addresses risk from credit, operational, market or liquidity activities. Macroprudential stress testing addresses risks from systemic imbalances in risk, credit, operational, market, interest-rate, liquidity and structure concentrations, connectivity and contagion
Copyright Infopro Digital Limited. All rights reserved.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
If you would like to purchase additional rights please email info@risk.net
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@risk.net