Question

In: Statistics and Probability

DaughtersHeight is a data set on the height of adult daughters and the heights of their...

DaughtersHeight is a data set on the height of adult daughters and the heights of their mothers and fathers, all in inches. The data were extracted from the US Department of Health and Human Services, Third National Health and Nutrition Examination Survey (use R studio for graphing).

Gender daughtersheight mothersheight fathersheight
F 58.6 63 64
F 64.7 67 65
F 65.3 64 67
F 61 60 72
F 65.4 65 72
F 67.4 67 72
F 60.9 59 67
F 63.1 60 71
F 60 58 66
F 71.1 72 75
F 62.2 63 69
F 67.2 67 70
F 63.4 62 69
F 68.4 69 62
F 62.2 63 66
F 64.7 64 76
F 59.6 63 69
F 61 64 68
F 64 60 66
F 65.4 65 68

Analyze these data with child height as the dependent variable. What can you conclude? Can female daughter height be related to the height of the father and/or the mother? Conduct a separate analysis with Type I and Type III sum of squares to examine whether any major conclusions rest on correlated explanatory variables.

Solutions

Expert Solution

The regression output is:

0.675
Adjusted R² 0.637
R   0.822
Std. Error   1.940
n   20
k   2
Dep. Var. daughtersheight
ANOVA table
Source SS   df   MS F p-value
Regression 132.9973 2   66.4986 17.67 .0001
Residual 63.9747 17   3.7632
Total 196.9720 19  
Regression output confidence interval
variables coefficients std. error    t (df=17) p-value 95% lower 95% upper
Intercept 7.4543
mothersheight 0.7072 0.1289 5.488 4.00E-05 0.4353 0.9791
fathersheight 0.1636 0.1266 1.293 .2134 -0.1035 0.4307

The female daughter's height is related to the height of the father and/or the mother.

There is a significant relationship between the female daughter's height and the mother's height based on the Type I and Type III sum of squares.


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