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Aggregation of Market Risks using Pair-Copulas


  • Dominique Guegan

    () (CES - Centre d'économie de la Sorbonne - UP1 - Université Panthéon-Sorbonne - CNRS - Centre National de la Recherche Scientifique, PSE - Paris School of Economics)

  • Fatima Jouad

    () (AXA GRM - AXA Group Risk Management, PSE - Paris School of Economics)


The advent of the Internal Model Approval Process within Solvency II and the desirability of many insurance companies to gain approval has increased the importance of some topics such as risk aggregation in determining overall economic capital level. The most widely used approach for aggregating risks is the variance-covariance matrix approach. Although being a relatively well-known concept that is computationally convenient, linear correlations fail to model every particularity of the dependence pattern between risks. In this paper we apply different pair-copula models for aggregating market risks that represent usually an important part of an insurer risk profile. We then calculate the economic capital needed to withstand unexpected future losses and the associated diversification benefits. The economic capital will be determined by computing both 99.5th VaR and 99.5th ES following the requirements of Solvency II and SST.

Suggested Citation

  • Dominique Guegan & Fatima Jouad, 2012. "Aggregation of Market Risks using Pair-Copulas," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00706689, HAL.
  • Handle: RePEc:hal:cesptp:halshs-00706689
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    References listed on IDEAS

    1. White, Stuart, 2000. "Review Article: Social Rights and Social Contract Political Theory and the New Welfare Politics," British Journal of Political Science, Cambridge University Press, vol. 30(03), pages 507-532, July.
    2. Esping-Andersen, Gosta, 1999. "Social Foundations of Postindustrial Economies," OUP Catalogue, Oxford University Press, number 9780198742005.
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    More about this item


    diversification gains.; economic capital; pair-copulas; market risks; diversification gains; Solvency II; risk aggregation; agrégation des risques; Solvabilité II; paires de copules; risques de marché; capital économique; gains de diversification.;

    JEL classification:

    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies

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