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The data presented is the results of a 4-year study conducted to assess how age, weight, and gender influence the risk of diabetes. Risk is

The data presented is the results of a 4-year study conducted to assess how age, weight, and gender influence the risk of diabetes. Risk is interpreted as the probability (times 100) that the patient will have diabetes over the next 4-year period.

  1. What predictive model you suggest to relate risk of diabetes to the persons age, weight and the gender. Why? (you dont need to build the model just explain). (4 marks)
  2. Develop an estimated multiple regression model that relates the expected remaining life to the persons age, weight, gender, life style and risk of diabete. Present the regression formula as a mathematical equation. Interpret the coefficients of the regression and comment on the strength of the regression. (4 marks)
  3. What is the expected remaining life for a 59-year-old man living in a small town with 72 kg weight and risk of 25% of diabete? (4 marks)
Age Weight (Kg) Gender Life style Risk (%) Expected remaining life
56 80 Female Small town 40 3.96
27 79 Male Big city 23 6.17
80 85 Female Country 67 2.60
91 91 Female Small town 71 2.75
59 67 Male Big city 45 4.27
74 84 Female Country 54 2.54
56 81 Female Small town 48 3.03
73 68 Male Small town 49 3.71
83 82 Female Big city 65 2.34
81 69 Male Big city 59 2.77
74 71 Male Big city 56 3.34
73 80 Female Small town 59 2.23
70 77 Male Country 46 3.38
80 97 Female Big city 64 2.48
63 59 Male Country 39 4.97
85 102 Female Big city 73 2.04
69 87 Male Small town 63 2.68
83 98 Male Big city 87 2.47
65 85 Female Country 52 2.97
62 95 Male Big city 61 2.97
79 69 Male Big city 59 2.35
57 77 Female Small town 46 3.30
81 51 Male Big city 64 2.79
72 60 Male Country 64 2.67

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