Practical volatility and correlation modeling for financial market risk management

  • What do academics have to offer market risk management practitioners in financial institutions? Current industry practice largely follows one of two extremely restrictive approaches: historical simulation or RiskMetrics. In contrast, we favor flexible methods based on recent developments in financial econometrics, which are likely to produce more accurate assessments of market risk. Clearly, the demands of real-world risk management in financial institutions - in particular, real-time risk tracking in very high-dimensional situations - impose strict limits on model complexity. Hence we stress parsimonious models that are easily estimated, and we discuss a variety of practical approaches for high-dimensional covariance matrix modeling, along with what we see as some of the pitfalls and problems in current practice. In so doing we hope to encourage further dialog between the academic and practitioner communities, hopefully stimulating the development of improved market risk management technologies that draw on the best of both worlds.

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Metadaten
Author:Torben G. Andersen, Tim Bollerslev, Peter F. Christoffersen, Francis X. Diebold
URN:urn:nbn:de:hebis:30-10786
Parent Title (German):Center for Financial Studies (Frankfurt am Main): CFS working paper series ; No. 2005,02
Series (Serial Number):CFS working paper series (2005, 02)
Document Type:Working Paper
Language:English
Year of Completion:2005
Year of first Publication:2005
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Release Date:2005/06/13
GND Keyword:Risikomanagement; Portfolio-Management; ARCH-Modell; Schätzung; USA
Issue:January 11, 2005
HeBIS-PPN:197403816
Institutes:Wissenschaftliche Zentren und koordinierte Programme / Center for Financial Studies (CFS)
Dewey Decimal Classification:3 Sozialwissenschaften / 33 Wirtschaft / 330 Wirtschaft
Licence (German):License LogoDeutsches Urheberrecht