Question

In: Statistics and Probability

We have data on the lean body mass and resting metabolic rate for 12 women who...

We have data on the lean body mass and resting metabolic rate for 12 women who are subjects in a study of dieting. Lean body mass, given in kilograms, is a person's weight leaving out all fat. Metabolic rate, in calories burned per 24 hours, is the rate at which the body consumes energy.

Mass (xx) 55.9 58.2 42.4 54.3 59.7 42.9 59.7 55.5 62.1 54.8 42.4 64.2
Rate (yy) 971.1 952.8 984.6 979.7 928.3 966.1 952.3 984.5 933.9 973.2 976.6 939.8

Consider the hypothesized linear model y=β0+β1xy=β0+β1x.

(a) Compute a 9595% confidence interval for β1:β1:  to

(b) Test whether metabolic rate is linearly related to lean body mass. Use α=0.05.α=0.05.
State the test statistic t=t=

(c) Using α=0.05α=0.05, which statement best describes the correct conclusion for the test:
  Enter A or B:
  A. There is not statistically significant evidence of a linear relationship at the α=0.05α=0.05 level.
  B. There is statistically significant evidence of a linear relationship at the α=0.05α=0.05 level.

Solutions

Expert Solution

using excel>Data>data analysis >Regression

we have

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.683658
R Square 0.467388
Adjusted R Square 0.414127
Standard Error 15.24797
Observations 12
ANOVA
df SS MS F Significance F
Regression 1 2040.284 2040.284 8.775397 0.014231
Residual 10 2325.005 232.5005
Total 11 4365.289
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 1058.201 32.80231 32.25995 1.93E-11 985.1126 1131.289
Mass (x) -1.77198 0.598171 -2.96233 0.014231 -3.10479 -0.43917

Consider the hypothesized linear model y=β0+β1x

(a) Compute a 95% confidence interval for β1  is -3.10479 to -0.43917

(b)
e the test statistic t=-2.962

(c)

  B. There is statistically significant evidence of a linear relationship at the α=0.05 level.


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