Question

In: Statistics and Probability

2. (9 pts) It is difficult to determine a person’s body fat percentage accurately without immersing...

2. (9 pts) It is difficult to determine a person’s body fat percentage accurately without immersing him or her in water. Researchers hoping to find ways to make a good estimate immersed 20 male subjects, then measured their weights shown in the table.

(2 pts) Determine the linear correlation coefficient.

(4 pts) Find the least-squares regression line.

(2 pts) Interpret the slope and y-intercept if appropriate.

(1 pts) Predict the body fat percentage if the weight is 190 lb.

Weight (lb)

Body Fat (%)

175

6

181

21

200

15

159

6

196

22

192

31

205

32

173

21

187

25

188

30

188

10

240

20

175

22

168

9

246

38

160

10

215

27

159

12

146

10

219

28

Solutions

Expert Solution

Using excel<data<megastat<regression

Here is the output:

Regression Analysis
0.485
r   0.697
Std. Error   7.049
n   20
k   1
Dep. Var. Body Fat (%)y
ANOVA table
Source SS   df   MS F p-value
Regression 843.3252 1   843.3252 16.97 .0006
Residual 894.4248 18   49.6903
Total 1,737.7500 19  
Regression output confidence interval
variables coefficients std. error    t (df=18) p-value 95% lower 95% upper
Intercept -27.3763 11.55 -2.37 0.03 -51.64 -3.12
Weight (lb)x 0.2499 0.0607 4.120 .0006 0.1224 0.3773
Predicted values for: Body Fat (%)y
95% Confidence Interval 95% Prediction Interval
Weight (lb)x Predicted lower upper lower upper Leverage
190 20.100 16.783 23.416 4.923 35.276 0.050

Determine the linear correlation coefficient.

Solution: r=0.697

Find the least-squares regression line.

Solution:

Interpret the slope and y-intercept if appropriate.

Solution: Slope=0.2499

Y -intercept= -27.3763

Predict the body fat percentage if the weight is 190 lb.

Solution: Put x=190


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