Actuarial Notes

Exam MAS-II Practice Question 19

Study guide: Exam MAS-II

An actuary compares the current rating plan with a proposed GLM using simple quintile plots built on a holdout data set. Each plot sorts the data by that model's predicted loss cost into quintiles of equal exposure; all values are divided by the overall average.

Quintile 1 2 3 4 5
Current plan — predicted 0.70 0.90 1.00 1.10 1.30
Current plan — actual 0.80 0.98 0.95 1.08 1.20
Proposed GLM — predicted 0.55 0.80 1.00 1.20 1.45
Proposed GLM — actual 0.58 0.82 1.03 1.16 1.41

Which of the following conclusions is best supported?

  • A) The current plan is better, because predictions nearer the average are more stable and so more accurate
  • B) Neither can be preferred, because a quantile plot cannot compare two models without a double lift chart
  • C) The proposed GLM is better on lift, but the current plan is better on predictive accuracy
  • D) The current plan is better, because its actual values never exceed its predicted values in the top quintile
  • E) The proposed GLM is better on predictive accuracy, monotonicity and lift between the first and last quintiles

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