In: Statistics and Probability
The following sample data represents the life cycle in months of two car batteries:
A: 62, 59, 59, 51, 55, 53, 58, 49, 61, 55
B: 45, 50, 47, 46, 48, 46, 45, 46, 51, 49, 47, 49, 48, 45, 57
Is the variation in life cycle the same between batteries at lambda=.05? Are the means the same as well at lambda=.05? Which battery would you choose and why?
First we will calculate the sample mean and sample variance for the 2 data sets:
For Battery A:
For Battery B:
Test for variance equality:
Variation in life cycle is same between batteries A and B
Test for equality of mean:
Since the two means are
different and we know that the mean of battery A is greater than
mean of Battery B therefore we will again test our hypothesis by
changing the alternate hypothesis to mean of battery A is greater
than mean of Battery B.
We get the following result:
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ1 = μ2
Ha: μ1 > μ2
This corresponds to a right-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.
Therefore I will prefer Battery A because it has a greater mean life.
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