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A state space representation of the chain ladder linear model

Published online by Cambridge University Press:  20 April 2012

R. J. Verrall
Affiliation:
City University, London

Extract

In a recent paper, Kremer (1982) has shown how the classical chain ladder method for estimating outstanding claims on general insurance business is strongly related to a two-way analysis of variance. It can be argued that the estimation methods in a standard chain ladder analysis are inefficient from a statistical viewpoint and that an analysis of variance is more appropriate. Once the chain ladder method is identified with a standard statistical method, the well-known statistical theory can be used to the advantage of the claims reserver. For a further discussion of the use of main stream statistical theory applied to the least squares estimation of the linear model which is close to the chain ladder method, the reader is referred to Renshaw (1989).

Type
Research Article
Copyright
Copyright © Institute and Faculty of Actuaries 1989

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References

(1) Davis, M. H. A. & Vinter, R. B. (1985) Stochastic Modelling and Control. Chapman & Hall.CrossRefGoogle Scholar
(2) Kremer, E. (1982) IBNR-Claims and the Two-Way Model of ANOVA. Scand. Act. J. 1, 4755.Google Scholar
(3) De Jong, P. & Zehnwirth, B. (1983) Claims Reserving, State-space Models and The Kalman Filter. J.I.A. 110, 157182.Google Scholar
(4) Renshaw, A. E. (1989) Chain Ladder and Interactive Modelling. J.I.A. 116, 559.Google Scholar
(5) Taylor, G. C. & Ashe, E. R. (1983) Second Moments of Estimates of outstanding Claims. J. of Econometrics, 23, 3161.Google Scholar
(6) Verrall, R. J. (1988) Bayesian Linear Models and the Claims Run-off Triangle. Actuarial Research Paper No 7, The City University, London.Google Scholar
(7) Verrall, R. J. (1989a) Modelling Claims Runoff Triangles with Two-Dimensional Time Series. Scand. Act. J. (to appear).CrossRefGoogle Scholar
(8) Verrall, R. J. (1989b) On the Unbiased Estimation of Reserves from Loglinear Models. (Under review).Google Scholar