Question

In: Statistics and Probability

A family researcher is interested whether there is an association between the number of siblings a...

  1. A family researcher is interested whether there is an association between the number of siblings a person has and the number of children they have. She interviews six older adults and finds the following information.

Number of Siblings

Number of Children

0

1

1

1

2

1

2

0

3

3

4

3

Mean Number of Siblings = 2

Mean Number of Children = 1.5

Standard Deviation = 2

Standard Deviation = 1.5

  1. Explain which variable more naturally plays the role of the independent variable, and which the dependent. (2 points)

  1. Calculate the correlation coefficient. (8 points)

x

y

  1. Write a sentence to interpret the correlation coefficient. (2 points)

  1. Conduct a hypothesis test to see whether the association between number of siblings and number of children is statistically significant or not at the level of α = .01. Write a sentence to interpret your answer. (4 points)

  1. Calculate and interpret the meaning of the regression slope. (4 points)

  1. Calculate and interpret the meaning of the Y-intercept for the regression line. (4 points)

  1. Would you feel comfortable predicting the value of Y when X = 6? If so, make the prediction. If not, explain why not. (2 points)

Solutions

Expert Solution

a) independent = number of sibling

dependent= number of children

b)

ΣX ΣY Σ(x-x̅)² Σ(y-ȳ)² Σ(x-x̅)(y-ȳ)
total sum 12.00 9.00 10.00 7.50 6.00
mean 2.00 1.50 SSxx SSyy SSxy

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.6928

c) there is moderate positive linear relationship

d)

Ho:   ρ = 0  
Ha:   ρ ╪ 0  
n=   6  
alpha,α =    0.01  
correlation , r=   0.6928  
t-test statistic = r*√(n-2)/√(1-r²) =        1.922
DF=n-2 =   4  
p-value =    0.1270  
Decison:   P value > α, So, Do not reject Ho  

e)

estimated slope , ß1 = SSxy/SSxx =   6.0   /   10.000   =   0.6000
                  
f) intercept,   ß0 = y̅-ß1* x̄ =   0.30000          

g) No,  you would not feel comfortable predicting the value of Y when X = 6

because regression model is not significant


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