Actuarial Notes

CAS Exam 7 Spring 2012, Question 8

Study guide: Exam 7

Given the following loss development triangle and selections:

Accident Year Incremental Incurred Losses ($000) 0-12 Months 12-24 Months 24-36 Months 36-48 Months 48-60 Months
2007 5,800 1,754 875 310 54
2008 6,000 1,675 780 285
2009 5,700 1,850 888
2010 5,850 1,500
2011 6,300
Selected Age-to-Age Link Ratios 12-24 Months 24-36 Months 36-48 Months 48-60 Months 60 Months to Ultimate
Selected 1.290 1.112 1.035 1.006 1.000
  • Incremental losses, C_{ij}, follow an over-dispersed Poisson distribution with mean x_i y_j and variance \phi x_i y_j.
  • The variable x_i represents the expected ultimate losses for accident year i.
  • The variable y_j represents the proportion of ultimate losses that emerge in development year j.
  • The prior distribution for x_i is gamma with mean \alpha_i / \beta_i and variance \alpha_i / (\beta_i)^2.
  • The dispersion parameter, \phi, for the over-dispersed Poisson distribution is 8.429.
  • The accident year 2010 estimates for \alpha and \beta are 100 and 0.01143 respectively.

The mean of C_{ij} for this Bayesian model is:

Z_{ij} \times (\lambda_j - 1) \times D_{i,j-1} + (1 - Z_{ij}) \times (\lambda_j - 1) \times x_i \times \left(\frac{1}{\lambda_j}\right)

where:

Z_{ij} = \frac{\sum_{k=1}^{i-1} y_k}{\beta_i \times \varphi + \sum_{k=1}^{i-1} y_k}

  • \lambda_j is the incremental chain ladder loss development factor for development year j.
  • D_{ij} is the cumulative losses for accident year i as of development year j.

Part a (3 points)

Use this model to calculate the incremental losses for accident year 2010 expected to emerge between 24 and 36 months of development.

Part b (0.75 points)

Explain how this model can be interpreted as a trade-off between the standard chain ladder method and the Bornhuetter-Ferguson method.

Answer this question and see the worked solution

Concepts tested

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