An ontology-based approach for bank stress testing

Jiaqi Yan, Daning Hu, Leon Zhao

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

1 Citation (Scopus)

Abstract

The 2008 banking crisis has demonstrated that there is the lack of effective methods for modeling and analyzing "exceptional but plausible" risk scenarios in bank stress testing. However, existing bank stress testing practices mainly focus on modeling probabilitybased risk factors and events in a "static snapshot" of the banking systems, but largely ignore the dynamic processes in which financial crisis events and their interactions creates various complex risk scenarios. In addition, the rare (low probability) risk events such as the bankruptcy of Lehman Brothers that can cause "exceptional but plausible" crisis scenarios are largely ignored due to the lack of appropriate modeling and analysis methods. To address this problem, we developed an approach called Banking Event-driven Scenario-oriented Stress Testing (or simply the BESST) which mainly includes three components: 1) a set of stress testing ontologies; 2) an event-driven scenario model (OESM); and 3) a scenario recommendation component. In addition, we show how to use BESST to model and examine "exceptional but plausible" stress testing scenarios in an example process of crisis events. In general, this research has provided the bank stress testing stakeholders a novel approach for modeling and analyzing the rare risk events and their dynamic processes in various financial crisis scenarios. © 2012 IEEE.
Original languageEnglish
Title of host publicationProceedings of the Annual Hawaii International Conference on System Sciences
Pages3407-3415
DOIs
Publication statusPublished - Jan 2013
Event46th Annual Hawaii International Conference on System Sciences, HICSS 2013 - Wailea, Maui, HI, United States
Duration: 7 Jan 201310 Jan 2013

Publication series

Name
ISSN (Print)1530-1605

Conference

Conference46th Annual Hawaii International Conference on System Sciences, HICSS 2013
Country/TerritoryUnited States
CityWailea, Maui, HI
Period7/01/1310/01/13

Fingerprint

Dive into the research topics of 'An ontology-based approach for bank stress testing'. Together they form a unique fingerprint.

Cite this