In: Statistics and Probability
Eurelia
Sample size = 11, Mean Rent = $453, Standard Deviation = $56
Begonia
Sample size = 8, Meant Rent = $380, Standard Deviation = $84
a) Using the F tables, test whether the variances are too different to use the pooled variance method rather than Satterthwaite's method
b) Test the 5% level whether the mean rent in Eurelia is significantly higher than the mean rent in Begonia
c) Estimate the standard error of the difference in mean rents
(a)
Data:
n1 = 11
n2 = 8
s1^2 = 3136
s2^2 = 7056
Hypotheses:
Ho: σ1^2 = σ2^2
Ha: σ1^2 ≠ σ2^2
Decision Rule:
α = 0.05
Numerator DOF = 11 - 1 = 10
Denominator DOF = 8 - 1 = 7
Lower Critical F- score = 0.2532
Upper Critical F- score = 4.7611
Reject Ho if F < 0.253176 or F > 4.7611
Test Statistic:
F = s1^2 / s2^2 = 3136/7056 = 0.4444
p- value = 0.881588
Decision (in terms of the hypotheses):
Since 0.253176 < 0.4444 < 4.7611 we fail to reject Ho
Conclusion (in terms of the problem):
There is no sufficient evidence that the population variances are significantly different.
(b)
Data:
n1 = 11
n2 = 8
x1-bar = 453
x2-bar = 380
s1 = 56
s2 = 84
Hypotheses:
Ho: μ1 ≤ μ2
Ha: μ1 > μ2
Decision Rule:
α = 0.05
Degrees of freedom = 11 + 8 - 2 = 17
Critical t- score = 1.73960672
Reject Ho if t > 1.73960672
Test Statistic:
Pooled SD, s = √[{(n1 - 1) s1^2 + (n2 - 1) s2^2} / (n1 + n2 - 2)] = √(((11 - 1) * 56^2 + (8 - 1) * 84^2)/(11 + 8 - 2)) = 68.92109726
SE = s * √{(1 /n1) + (1 /n2)} = 68.9210972566371 * √((1/11) + (1/8)) = 32.02489005
t = (x1-bar -x2-bar)/SE = (453 - 380)/32.0248900527028 = 2.279476991
p- value = 0.01791149
Decision (in terms of the hypotheses):
Since 2.27947699 > 1.739606716 we reject Ho and accept Ha
Conclusion (in terms of the problem):
There is sufficient evidence that the mean rent in Eurelia is significantly higher than the mean rent in Begonia.
(c)
Pooled SD, s = √[{(n1 - 1) s1^2 + (n2 - 1) s2^2} / (n1 + n2 - 2)] = √(((11 - 1) * 56^2 + (8 - 1) * 84^2)/(11 + 8 - 2)) = 68.92109726
SE = s * √{(1 /n1) + (1 /n2)} = 68.9210972566371 * √((1/11) + (1/8)) = 32.02489005