Arbeitspapier

Value-at-risk on Central and Eastern European stock markets: An empirical investigation using GARCH models

Using daily return data from the four major Central and Eastern European stock markets including fourteen highly liquid stocks and ATX (Vienna), PX (Prague), BUX (Budapest), and WIG20 (Warsaw) market indices, we model the value-at-risk using a set of univariate GARCH-type models. Our results show that, in both in-sample and out-of-sample value-at-risk estimations, the models based on asymmetric distribution of the error term tend to perform better or at least as well as the models based on symmetric distribution (i.e., Normal or Student) when the left tails of daily return distributions are concerned. Evaluation of the same models is less clear, however, when the right tails of the distribution of daily returns must be modelled. We suggest an asset-specific approach to selecting the correct parametric VaR model that depends not only on the risk level considered but also on the position in the underlying asset.

Language
Englisch

Bibliographic citation
Series: IES Working Paper ; No. 18/2008

Classification
Wirtschaft
Semiparametric and Nonparametric Methods: General
Multiple or Simultaneous Equation Models: Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
Model Evaluation, Validation, and Selection
Forecasting Models; Simulation Methods
Asset Pricing; Trading Volume; Bond Interest Rates
Subject
Value-at-Risk
Expected Shortfall
Backtesting
Aktienmarkt
Risikomaß
ARCH-Modell
Schätzung
Osteuropa

Event
Geistige Schöpfung
(who)
Bubák, Vít
Event
Veröffentlichung
(who)
Charles University in Prague, Institute of Economic Studies (IES)
(where)
Prague
(when)
2008

Handle
Last update
10.03.2025, 11:44 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Bubák, Vít
  • Charles University in Prague, Institute of Economic Studies (IES)

Time of origin

  • 2008

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