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Measuring and Modeling Risk Using High-Frequency Data

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Author Info
Wolfgang Härdle
Nikolaus Hautsch
Uta Pigorsch

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Abstract

Measuring and modeling financial volatility is the key to derivative pricing, asset allocation and risk management. The recent availability of high-frequency data allows for refined methods in this field. In particular, more precise measures for the daily or lower frequency volatility can be obtained by summing over squared high-frequency returns. In turn, this so-called realized volatility can be used for more accurate model evaluation and description of the dynamic and distributional structure of volatility. Moreover, non-parametric measures of systematic risk are attainable, that can straightforwardly be used to model the commonly observed time-variation in the betas. The discussion of these new measures and methods is accompanied by an empirical illustration using high-frequency data of the IBM incorporation and of the DJIA index.

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Publisher Info
Paper provided by Sonderforschungsbereich 649, Humboldt University, Berlin, Germany in its series SFB 649 Discussion Papers with number SFB649DP2008-045.

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Length: 23 pages
Date of creation: Jun 2008
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Handle: RePEc:hum:wpaper:sfb649dp2008-045

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Related research
Keywords: Realized Volatility; Realized Betas; Volatility Modeling;

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Find related papers by JEL classification:
C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions
C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation and Testing
C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Other Model Applications

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  1. Enzo Weber & Yanqun Zhang, 2008. "Common Influences, Spillover and Integration in Chinese Stock Markets," SFB 649 Discussion Papers SFB649DP2008-072, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany. [Downloadable!]
  2. Till Dannewald & Lutz Hildebrandt, 2008. "A Brand Specific Investigation of International Cost Shock Threats on Price and Margin with a Manufacturer-Wholesaler-Retailer Model," SFB 649 Discussion Papers SFB649DP2008-070, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany. [Downloadable!]
  3. Enzo Weber, 2008. "Structural Dynamic Conditional Correlation," SFB 649 Discussion Papers SFB649DP2008-069, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany. [Downloadable!]
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