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Probability and Statistics Applied to the Practice of Financial Risk Management: The Case of JP Morgan's RiskMetrics™

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  • Michael Phelan
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    Abstract

    RiskMetrics was unveiled by JP Morgan in October of 1994. RiskMetrics is JP Morgan's risk management product that is based on the bank's methodology for the management of financial risk. The methodology specifies an approach to quantifying market risk for the purpose of managing and controlling financial risk in trading, arbitrage, and investment activities. This paper describes the application of probability and statistics in RiskMetrics with the purpose of identifying problems for further research, attracting statisticians to this line of investigation, and establishing a framework for collaboration with financial economists and managers of financial risk. The discussion centers on the four applications of probability and statistics in RiskMetrics : 1) the statistical analysis of returns in the estimation of market risk, 2) the time series properties and statistical description of volatility, 3) the treatment of risk and optionality, and 4) a methodology for mapping financial instruments that relies on the CIR model for the term structure of interest rates. Included in the paper are suggestions for future research. Also included is a summary of the RiskMetrics product and a glossary of risk management terms.

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    File URL: http://fic.wharton.upenn.edu/fic/papers/95/9519.pdf
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    Bibliographic Info

    Paper provided by Wharton School Center for Financial Institutions, University of Pennsylvania in its series Center for Financial Institutions Working Papers with number 95-19.

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    Date of creation: Aug 1995
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    Handle: RePEc:wop:pennin:95-19

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    1. Robert A. Jarrow, 2009. "The Term Structure of Interest Rates," Annual Review of Financial Economics, Annual Reviews, vol. 1(1), pages 69-96, November.
    2. Bollerslev, Tim & Chou, Ray Y. & Kroner, Kenneth F., 1992. "ARCH modeling in finance : A review of the theory and empirical evidence," Journal of Econometrics, Elsevier, vol. 52(1-2), pages 5-59.
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    Cited by:
    1. Elroy Dimson & Paul Marsh, 1996. "Stress Tests of Capital Requirements," Center for Financial Institutions Working Papers 96-50, Wharton School Center for Financial Institutions, University of Pennsylvania.
    2. Pelizzon, Loriana & Weber, Guglielmo, 2009. "Efficient portfolios when housing needs change over the life cycle," Journal of Banking & Finance, Elsevier, vol. 33(11), pages 2110-2121, November.
    3. Billio, Monica & Pelizzon, Loriana, 2000. "Value-at-Risk: a multivariate switching regime approach," Journal of Empirical Finance, Elsevier, vol. 7(5), pages 531-554, December.

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