Let for and . The new normal linear model allows an age-by-policy interaction:The corner-point constraints are and . Compared with the six-parameter reduced additive model, there are two additional interaction coefficients. Its F-test givesThus the interaction model significantly improves the reduced additive model. Estimated premiums decrease with age. Men have an estimated premium higher than women at fixed other characteristics, and 9 points adds relative to 0, 3, or 6. Comprehensive cover costs more than third-party cover, but its increment depends on age: at 21, at 30, and at 40. These are model-based comparisons, including extrapolations into the unobserved age-gender combinations.
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