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Actuarial Modelling of Claim Counts Risk Classification, Credibility ...

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4<br />

Bonus-Malus Scales<br />

4.1 Introduction<br />

4.1.1 From <strong>Credibility</strong> to Bonus-Malus Scales<br />

One <strong>of</strong> the main tasks <strong>of</strong> the actuary is to design a tariff structure that will fairly distribute the<br />

burden <strong>of</strong> claims among policyholders. To this end, he <strong>of</strong>ten has to partition all policies into<br />

risk classes with all policyholders belonging to the same class paying the same premium. It<br />

is convenient to achieve a priori classification by resorting to generalized linear models (e.g.<br />

Poisson regression for claim counts), as explained in Chapter 2. However, many important<br />

factors cannot be taken into account at this stage. Consequently, risk classes are still quite<br />

heterogeneous despite the use <strong>of</strong> many a priori variables.<br />

Rating systems penalizing insureds responsible for one or more accidents by premium<br />

surcharges (or maluses), and rewarding claim-free policyholders by awarding them<br />

discounts (or bonuses) are now in force in many developed countries. Besides encouraging<br />

policyholders to drive carefully (i.e. counteracting moral hazard), they aim to better<br />

assess individual risks. The amount <strong>of</strong> premium is adjusted each year on the basis <strong>of</strong><br />

the individual claims experience using techniques from credibility theory, as shown in<br />

Chapter 3.<br />

However, credibility formulas are difficult to implement in practice, because <strong>of</strong> their<br />

mathematical complexity (complexity refers here to the sphere <strong>of</strong> commercial relations,<br />

where customers are <strong>of</strong>ten reluctant in using mechanisms that they consider to be complex,<br />

especially in connection with insurance products). For this reason, bonus-malus scales have<br />

been proposed by insurance companies. Such scales have to be seen as commercial versions<br />

<strong>of</strong> credibility formulas. The typical customer can figure out what the premium will be for<br />

any given claims history.<br />

<strong>Actuarial</strong> <strong>Modelling</strong> <strong>of</strong> <strong>Claim</strong> <strong>Counts</strong>: <strong>Risk</strong> <strong>Classification</strong>, <strong>Credibility</strong> and Bonus-Malus Systems<br />

S. Pitrebois and J.-F. Walhin © 2007 John Wiley & Sons, Ltd<br />

M. Denuit, X. Maréchal,

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