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Exam MAS-I Practice Question 98

Study guide: Exam MAS-I

A fleet insurer's data file has 5,000 records, one per fleet-year, with claim counts, exposure in vehicle-years, a territory (Central, East, North or West) and the fleet's average vehicle age in years, which ranges from 0 to 20. A Poisson GLM is fitted in R:

glm(formula = claims ~ territory + veh_age, family = poisson,
    data = fleet, offset = log(exposure))

Coefficients:
                Estimate Std. Error z value Pr(>|z|)
(Intercept)    -2.181899   0.045474 -47.981  < 2e-16 ***
territoryEast   0.234277   0.049284   4.754 2.00e-06 ***
territoryNorth  0.141441   0.054419   2.599  0.00935 **
territoryWest  -0.081736   0.058413  -1.399  0.16173
veh_age        -0.023588   0.003254  -7.250 4.18e-13 ***

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 4816.1  on 4962  degrees of freedom
Residual deviance: 4723.0  on 4958  degrees of freedom
  (37 observations deleted due to missingness)
AIC: 9006.9

Determine which of the following statements are true.

  • I. The intercept, -2.1819, is the log of the expected claim frequency of a Central fleet whose vehicle age equals the mean vehicle age in the data.

  • II. The model was fitted to 4,963 of the 5,000 records.

  • III. Holding vehicle age fixed, West's expected frequency is about 8% below Central's, and the difference is not significant at the 5% level.

  • A) I only

  • B) I and II only

  • C) I and III only

  • D) II and III only

  • E) The answer is not given by (A), (B), (C), or (D)

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