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A bank is experimenting with processes to improve customer service during peak periods of business (for example, during the lunch hour). Two alternative processes were
- A bank is experimenting with processes to improve customer service during peak periods of business (for example, during the lunch hour). Two alternative processes were implemented at two different bank branches. A random sample of 15 customers was chosen at each bank, and their waiting times were recorded. These data, and the Excel output, can be found on the excel file Bank_waiting_time.xls. Note: ignore the sample size issue.
- a) Set up the null and alternative hypotheses.
- b) Using Excel output, is there evidence that the mean waiting time for the two branches are not equal? Interpret the sample t-value and the two tailed p-value for the test.
- c) Given your answer to part b. above, which type of error are you vulnerable to, Type I or Type II? Explain in a single sentence.
- d) Are the samples for this analysis "independent samples" or "related samples"? Explain briefly.
- DATA
t-Test: Two-Sample Assuming Equal Variances | ||
Waiting Time branch 1 | Waiting Time Branch 2 | |
Mean | 4.286666667 | 7.114666667 |
Variance | 2.682995238 | 4.335512381 |
Observations | 15 | 15 |
Pooled Variance | 3.50925381 | |
Hypothesized Mean Difference | 0 | |
df | 28 | |
t Stat | -4.134306277 | |
P(T<=t) one-tail | 0.00014642 | |
t Critical one-tail | 1.701130934 | |
P(T<=t) two-tail | 0.000292839 | |
t Critical two-tail | 2.048407142 |
Waiting Time branch 1 | Waiting Time Branch 2 | ||
Mean | 4.286666667 | Mean | 7.114666667 |
Standard Error | 0.422925938 | Standard Error | 0.537618972 |
Median | 4.5 | Median | 6.68 |
Mode | #N/A | Mode | #N/A |
Standard Deviation | 1.637985115 | Standard Deviation | 2.082189324 |
Sample Variance | 2.682995238 | Sample Variance | 4.335512381 |
Kurtosis | 0.832925217 | Kurtosis | -1.056273871 |
Skewness | -0.832946775 | Skewness | 0.072493057 |
Range | 6.08 | Range | 6.67 |
Minimum | 0.38 | Minimum | 3.82 |
Maximum | 6.46 | Maximum | 10.49 |
Sum | 64.3 | Sum | 106.72 |
Count | 15 | Count | 15 |
Waiting Time branch 1 | Waiting Time Branch 2 |
4.21 | 9.66 |
5.55 | 5.90 |
3.02 | 8.02 |
5.13 | 5.79 |
4.77 | 8.73 |
2.34 | 3.82 |
3.54 | 8.01 |
3.20 | 8.35 |
4.50 | 10.49 |
6.10 | 6.68 |
0.38 | 5.64 |
5.12 | 4.08 |
6.46 | 6.17 |
6.19 | 9.91 |
3.79 | 5.47 |
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