In: Statistics and Probability
SEX AGE FOOT LENGTH SHOE
PRINT SHOE SIZE HEIGHT
M 67 27.8 31.3
11.0 180.3
M 47 25.7 29.7
9.0 175.3
M 41 26.7 31.3
11.0 184.8
M 42 25.9 31.8
10.0 177.8
M 48 26.4 31.4
10.0 182.3
M 34 29.2 31.9
13.0 185.4
M 26 26.8 31.8
11.0 180.3
M 29 28.1 31.0
10.5 175.3
M 60 25.4 29.7
9.5 177.8
M 48 27.9 31.4
11.0 185.4
M 30 27.5 31.4
11.0 190.5
M 43 28.8 31.6
12.0 195.0
M 54 26.7 31.8
10.0 175.3
M 31 26.7 32.4
10.5 180.3
M 42 25.1 27.6
9.0 172.7
M 21 28.7 31.8
12.5 182.9
M 59 29.2 31.3
11.0 189.2
M 58 27.9 31.3
11.5 185.4
M 42 28.6 34.5
14.0 193.7
F 47 23.2 24.8
7.0 165.1
F 19 24.3 28.6
9.0 166.4
F 20 26.0 25.4
10.0 177.8
F 27 23.8 26.7
8.0 167.6
F 19 25.1 26.7
9.0 168.3
F 21 25.4 27.9
8.5 165.7
F 32 21.9 27.9
8.0 165.1
F 19 26.2 28.9
11.0 165.1
F 27 23.8 27.9
8.0 165.1
F 18 22.2 25.9
9.5 152.4
F 26 24.6 25.4
8.5 162.6
F 36 24.6 28.1
9.0 179.1
F 28 23.7 27.6
9.0 175.9
F 29 25.6 26.5
8.5 166.4
F 58 24.1 26.5
7.0 167.6
F 30 23.8 28.4
9.0 162.6
F 23 23.3 26.5
8.0 167.6
F 26 23.5 26.0
8.0 165.1
F 47 25.1 27.0
10.0 172.7
F 36 24.1 25.1
7.5 157.5
F 19 23.8 27.9
10.0 167.6
1.What is the value of the test statistic for the test of correlation?
2.What proportion of the variation in shoe sizes is explained by height?
3.What is the value of the sample correlation coefficient, written to three decimal places?
4.My cousin is 16 centimeters shorter than me. Based on the model, predict how many shoe sizes smaller his shoes are.
5.Predict what the average shoe size should be for someone that is 6 feet tall according to the model. Report your prediction out to one decimal place. (Hint - heights in the data set are in centimeters, so they are also in cm for the model!)
1.What is the value of the test statistic for the test of correlation?
t = 7.663
2.What proportion of the variation in shoe sizes is explained by height?
0.607
3.What is the value of the sample correlation coefficient, written to three decimal places?
r = 0.779
4.My cousin is 16 centimeters shorter than me. Based on the model, predict how many shoe sizes smaller his shoes are.
y = -11.9462 + 0.1245*x
Put x = 16
y = -11.9462 + 0.1245*16
y = -9.9542 = 10 shoe sizes smaller
5.Predict what the average shoe size should be for someone that is 6 feet tall according to the model. Report your prediction out to one decimal place. (Hint - heights in the data set are in centimeters, so they are also in cm for the model!)
y = -11.9462 + 0.1245*x
Put x = 182.88
y = -11.9462 + 0.1245*182.88 = 10.82236
r² | 0.607 | |||||
r | 0.779 | |||||
Std. Error | 1.022 | |||||
n | 40 | |||||
k | 1 | |||||
Dep. Var. | SHOE SIZE | |||||
ANOVA table | ||||||
Source | SS | df | MS | F | p-value | |
Regression | 61.3206 | 1 | 61.3206 | 58.73 | 3.17E-09 | |
Residual | 39.6794 | 38 | 1.0442 | |||
Total | 101.0000 | 39 | ||||
Regression output | confidence interval | |||||
variables | coefficients | std. error | t (df=38) | p-value | 95% lower | 95% upper |
Intercept | -11.9462 | |||||
HEIGHT | 0.1245 | 0.0162 | 7.663 | 3.17E-09 | 0.0916 | 0.1573 |
Please give me a thumbs-up if this helps you out. Thank you!