In: Statistics and Probability
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 |
Explain which variable more naturally plays the role of the independent variable, and which the dependent. (2 points)
Calculate the correlation coefficient. (8 points)
x |
y |
|||||
Write a sentence to interpret the correlation coefficient. (2 points)
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)
Calculate and interpret the meaning of the regression slope. (4 points)
Calculate and interpret the meaning of the Y-intercept for the regression line. (4 points)
Would you feel comfortable predicting the value of Y when X = 6? If so, make the prediction. If not, explain why not. (2 points)
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