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April 18, 20261 citations

The Common Shock Model for Correlated Insurance Losses

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GMGlenn Meyers

Key Points

  • The aim is to address the correlation problem in insurance losses through a common shock model.
  • Introduced a simple common shock model to illustrate correlations visually.
  • Developed general models accounting for shocks in both claim count and severity distributions.
  • Derived formulas to quantify correlation based on common shock magnitudes and distribution parameters.
  • Utilized data from multiple insurers to estimate the magnitude of common shocks.
  • Showed a clear relationship between shock magnitude and correlation levels.
  • Provided mathematical formulations for predicting correlation across insurance lines.
  • Demonstrated that using data from several insurers improves shock magnitude estimation.

Abstract

This paper discusses an approach to the correlation problem in which losses from different lines of insurance are linked by a common variation (or shock) in the parameters of each line's loss model. The paper begins with a simple common shock model and graphically illustrates the effect of the magnitude of the shocks on correlation. Next it describes some more general common shock models that involve common shocks to both the claim count and claim severity distributions. It derives formulas for the correlation between lines of insurance in terms of the magnitude of the common shocks and the parameters of the underlying claim count and claim severity distributions. Finally, it shows how to estimate the magnitude of the common shocks. A feature of this estimation is that it uses the data from several insurers.

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Cite This Study

Glenn Meyers (2007) studied this question.

synapsesocial.com/papers/69e31ec840886becb653e67dhttps://doi.org/10.66573/001c.141977
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