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

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204 <strong>Actuarial</strong> <strong>Modelling</strong> <strong>of</strong> <strong>Claim</strong> <strong>Counts</strong><br />

Table 4.20 Distribution <strong>of</strong> L for the Belgian bonusmalus<br />

system, computed on the basis <strong>of</strong> Portfolio A.<br />

Level l<br />

PrL = l<br />

Without special<br />

bonus rule<br />

With special<br />

bonus rule<br />

22 54% 43%<br />

21 38% 30%<br />

20 29% 22%<br />

19 23% 17%<br />

18 19% 09%<br />

17 16% 10%<br />

16 15% 10%<br />

15 13% 10%<br />

14 13% 21%<br />

13 12% 19%<br />

12 12% 18%<br />

11 12% 17%<br />

10 12% 16%<br />

9 14% 17%<br />

8 16% 19%<br />

7 17% 20%<br />

6 18% 20%<br />

5 18% 20%<br />

4 43% 45%<br />

3 38% 40%<br />

2 34% 36%<br />

1 31% 32%<br />

0 503% 509%<br />

We observe in Table 4.22 that the average a priori expected claim frequency EL = l<br />

in level l is always higher with the special bonus rule than without that rule. The effect<br />

is more pronounced in the highest levels <strong>of</strong> the scale and less pronounced in the lowest<br />

levels <strong>of</strong> the scale. This fact is obvious from the definition <strong>of</strong> the special bonus rule. The<br />

policyholders attaining the highest classes <strong>of</strong> the scale benefit from the special bonus rule.<br />

Those staying in these highest classes show therefore a higher expected frequency. Even<br />

below level 14 the effect remains true because the policyholders have benefitted from it<br />

before attaining the lowest levels. Obviously the effect is less and less pronounced at the<br />

bottom <strong>of</strong> the scale.<br />

Some insurance companies use the bonus-malus scale as an underwriting tool. For instance,<br />

they systematically refuse drivers with a bonus-malus level > 14. Our calculations show that<br />

this is unreasonable because drivers at level 15 are on average less risky than drivers at level<br />

14.<br />

We see from Table 4.19 that without the special bonus rule, the relativities are always<br />

increasing from level 0 to level 22. The same increasing pattern is observed for L = l.<br />

When looking at the results for the bonus-malus system with special bonus rule (Table 4.21),<br />

we observe that the relativities at levels 13–16 are not ordered any more. This can be

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