In: Statistics and Probability
The manager of a bank is concerned about the amount of time one of her tellers, Keon, needs in order to provide service to a single customer. The reason for her concern is that slow service times result in unacceptable waiting times for customers. The target time to provide service to a single customer is 4 minutes. The owner selects a random sample of 10 customer transactions with Keon and records the time it takes for him to complete each transaction. The times, in minutes, are as follows:
6 9 3 4 5 6 4 2 6 5
Is there sufficient evidence to suggest that, on average, Keon exceeds the target service time? Use the p-value method to conduct an appropriate hypothesis test at the 5% level of significance. What must you assume is true in order for your conclusion to be valid?
First we need to find the mean and standard deviation of data. Following table shows the calculations:
X | (X-mean)^2 | |
6 | 1 | |
9 | 16 | |
3 | 4 | |
4 | 1 | |
5 | 0 | |
6 | 1 | |
4 | 1 | |
2 | 9 | |
6 | 1 | |
5 | 0 | |
Total | 50 | 34 |
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Conclusion: There is sufficient evidence to suggest that, on average, Keon exceeds the target service time.
Assumption: Since sample size is small so we must assume that data is normally distributed.