Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction

In a bonus-malus system in car insurance, the bonus class of a customer is updated from one year to the next as a function of the current class and the number of claims in the year (assumed Poisson). Thus the sequence of classes of a customer in consecutive years forms a Markov chain, and most of th...

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Main Author: Søren Asmussen
Format: Article
Language:English
Published: MDPI AG 2014-03-01
Series:Risks
Subjects:
Online Access:http://www.mdpi.com/2227-9091/2/1/49
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spelling doaj-e1bcefee535941169a6c9b9e6567917f2020-11-24T22:54:59ZengMDPI AGRisks2227-90912014-03-0121497310.3390/risks2010049risks2010049Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-CorrectionSøren Asmussen0Department of Mathematics, Aarhus University, Ny Munkegade, Aarhus C 8000, DenmarkIn a bonus-malus system in car insurance, the bonus class of a customer is updated from one year to the next as a function of the current class and the number of claims in the year (assumed Poisson). Thus the sequence of classes of a customer in consecutive years forms a Markov chain, and most of the literature measures performance of the system in terms of the stationary characteristics of this Markov chain. However, the rate of convergence to stationarity may be slow in comparison to the typical sojourn time of a customer in the portfolio. We suggest an age-correction to the stationary distribution and present an extensive numerical study of its effects. An important feature of the modeling is a Bayesian view, where the Poisson rate according to which claims are generated for a customer is the outcome of a random variable specific to the customer.http://www.mdpi.com/2227-9091/2/1/49actuarial mathematicsBayes premiumequilibrium distributionexperience ratinginsurance portfolioMarkov chainmotor insurancePoisson claimsstationary distribution
collection DOAJ
language English
format Article
sources DOAJ
author Søren Asmussen
spellingShingle Søren Asmussen
Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
Risks
actuarial mathematics
Bayes premium
equilibrium distribution
experience rating
insurance portfolio
Markov chain
motor insurance
Poisson claims
stationary distribution
author_facet Søren Asmussen
author_sort Søren Asmussen
title Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
title_short Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
title_full Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
title_fullStr Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
title_full_unstemmed Modeling and Performance of Bonus-Malus Systems: Stationarity versus Age-Correction
title_sort modeling and performance of bonus-malus systems: stationarity versus age-correction
publisher MDPI AG
series Risks
issn 2227-9091
publishDate 2014-03-01
description In a bonus-malus system in car insurance, the bonus class of a customer is updated from one year to the next as a function of the current class and the number of claims in the year (assumed Poisson). Thus the sequence of classes of a customer in consecutive years forms a Markov chain, and most of the literature measures performance of the system in terms of the stationary characteristics of this Markov chain. However, the rate of convergence to stationarity may be slow in comparison to the typical sojourn time of a customer in the portfolio. We suggest an age-correction to the stationary distribution and present an extensive numerical study of its effects. An important feature of the modeling is a Bayesian view, where the Poisson rate according to which claims are generated for a customer is the outcome of a random variable specific to the customer.
topic actuarial mathematics
Bayes premium
equilibrium distribution
experience rating
insurance portfolio
Markov chain
motor insurance
Poisson claims
stationary distribution
url http://www.mdpi.com/2227-9091/2/1/49
work_keys_str_mv AT sørenasmussen modelingandperformanceofbonusmalussystemsstationarityversusagecorrection
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