Question

In: Statistics and Probability

Q12: The following data are from a study of the relationship between average consumption of saturated...

Q12: The following data are from a study of the relationship between average consumption of saturated fat (in grams) and cholesterol level (in milligram per hundred milliliters) of eight males:

Subject 1 2 3 4 5 6 7 8
Fat consumption (x) 55 65 50 34 43 58 72 36
Cholesterol level (y) 180 215 195 165 170 204 235 150

Below are some of the summaries of this data:

∑?=413, ∑?=1514, ????=1277.875, ????=5591.5 and ????=2536.75

(a) Compute the estimates of regression coefficients β0 and β1 and write the fitted regression line.

(b) Does the amount of fat consumption determine the cholesterol level? Carry out a hypothesis test to support your answer at 2% significance level.

(c) Construct a 98% confidence interval for β1.

(d) Calculate the variability in the cholesterol level not explained by the amount of fat consumption and interpret it.

Solutions

Expert Solution

Above problem is solved using Minitab, output of Minitab is attached below

a) Beta 0 = 86.8, Beta 1 = 1.985

Regression line,

Yhat = 86.8 + 1.985 * X

b) Ho: Beta 1 = 0 vs H1: Beta 1 ≠ 0

P value = 0.00 > alpha = 0.02

Ho is rejected.

Therefore, the amount of fat consumption determine the cholesterol level

c) 98 % CI,

( 1.139,2.831)

d) 1- R2 = 1- 0.9006 = 0.0994 = 9.94 %

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