In: Advanced Math
A recent 10-year study conducted by a research team at the Medical School was conducted to assess how age, blood pressure, and smoking relate to the risk of strokes. Assume that the following data are from a portion of this study. Risk is interpreted as the probability (times 100) that the patient will have a stroke over the next 10-year period. For the smoking variable, define a dummy variable with 1 indicating a smoker and 0 indicating a nonsmoker.
Risk |
Age |
Blood Pressure |
Smoker |
12 | 57 | 150 | No |
26 | 60 | 165 | No |
11 | 59 | 155 | No |
57 | 86 | 170 | Yes |
28 | 59 | 196 | Yes |
50 | 76 | 189 | Yes |
17 | 56 | 155 | Yes |
32 | 78 | 120 | No |
37 | 80 | 135 | No |
15 | 78 | 98 | No |
22 | 71 | 152 | No |
36 | 70 | 173 | Yes |
15 | 67 | 135 | Yes |
48 | 77 | 209 | Yes |
14 | 60 | 199 | No |
36 | 82 | 119 | Yes |
8 | 65 | 166 | No |
34 | 82 | 125 | No |
3 | 61 | 117 | No |
39 | 60 | 208 | Yes |
(a) | Develop an estimated multiple regression equation that relates risk of a stroke to the person's age, blood pressure, and whether the person is a smoker. |
Let x1 represent the person's age. | |
Let x2 represent the person's blood pressure. | |
Let x3 represent whether the person is a smoker. |
(b) |
Is smoking a significant factor in the risk of a stroke? Explain. Use a 0.05 level of significance. |
(c) | What is the probability of a stroke over the next 10 years for Art Speen, a 65-year-old smoker who has a blood pressure of 174? |
If required, round your answer to two decimal places. |
What action might the physician recommend for this patient?
What other factors could be included in the model as independent variables? | |||||||||
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