In: Statistics and Probability
The manager at the Lawrence National Bank is interested in determining whether there is a difference in the mean time that customers spend completing their transactions depending on which of four tellers the use. To conduct the test, the manager has selected simple random samples of 15 customers for each of the tellers and has timed them (in seconds) from the moment they start their transaction to the time the transaction is completed and they leave the teller station. The manager then asked one of her assistants to perform the appropriate statistical test. The assistant returned with the following partially completed ANOVA table. Summary Groups Count Sum Average Variance
Teller 1 | 15 | 3,043.9 | 827.4 |
Teller 2 | 15 | 3,615.5 | 472.2 |
Teller 3 | 15 | 3,427.7 | 445.6 |
Teller 4 | 15 | 4,072.4 | 619.4 |
AnovaTable | ||||||
Source of variation | SS | df | MS | F-ratio | P-value | F-crit |
Between Groups | 36,530.6 | 0.0000 | 2.7694 | |||
Within Groups | ||||||
Total | 69,633.7 | 59 |
a. State the appropriate null and alternative hypotheses.
b. Fill in the missing parts of the ANOVA table and perform the statistical hypothesis test using α = 0.05
c. Based on the result of the test in part c, if warranted, use the Turkey-Kramer method with α = 0.05 to determine which teller requires the most time on average to complete a customer’s transaction.
a)
Ho: µ1=µ2=µ3=µ4
H1: not all means are equal
b)
AnovaTable | ||||||
Source of variation | SS | df | MS | F-ratio | P-value | F-crit |
Between Groups | 36,530.60 | 3 | 12176.8667 | 20.5994162 | 0 | 2.7694 |
Within Groups | 33,103.10 | 56 | 591.126786 | |||
Total | 69,633.70 | 59 |
c)
Level of significance | 0.05 |
no. of treatments,k | 4 |
DF error =N-k= | 56 |
MSE | 591.1 |
q-statistic value(α,k,N-k) | 3.7448 |
critical value = q*√(MSE/2*(1/ni+1/nj)) = 23.51
if absolute difference of means > critical value,means are
significnantly different ,otherwise not
population mean difference | critical value | result | |||||
µ1-µ2 | 38.11 | 23.51 | means are different | ||||
µ1-µ3 | 25.59 | 23.51 | means are different | ||||
µ1-µ4 | 68.57 | 23.51 | means are different | ||||
µ2-µ3 | 12.52 | 23.51 | means are not different | ||||
µ2-µ4 | 30.46 | 23.51 | means are different | ||||
µ3-µ4 | 42.98 | 23.51 | means are different |
teller 4 requires the most time on average to complete a customer’s transaction.