The amount of time required to reach a customer service representative has a huge impact on customer satisfaction. Below is the Excel output from a study to see whether there is evidence of a difference in the mean amounts of time required to reach a customer service representative between two hotels. Assume that the population variances in the amount of time for the two hotels are not equal.
t-Test: Two-sample assuming Unequal Variances
Hotel 1 |
Hotel 2 |
|
Mean |
3.25 |
2.01 |
Variance |
2.952 |
3.579 |
Observations |
20 |
20 |
df |
38 |
|
t Stat |
? |
|
t Critical one-tail |
1.686 |
|
t Critical two-tail |
2.024 |
What is the value of the test statistic?
Solution: Two sample T test when assuming Unequal Variances.
Here, the given inforamtion are,
Mean |
= 3.25 |
=2.01 |
Variance |
=2.952 |
=3.579 |
Observations |
n1=20 |
n2=20 |
To find out the t test statistic we have to use the formula for unequal variance.
Step 1) Null hypothesis:
Step 2) Alternative hypothesis:
Step 3)
Under Ho,
T statistic=
=
=
=1.0374
step 4) degrees of freedom =38
Critical value=2.024 (for two tailed test)
Step 5) Calculated value < Critical value (Accept H0)
There is no evidence of a difference in the mean amounts of time required to reach a customer service representative between two hotels.
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