Question

In: Statistics and Probability

A marketing organization wishes to study the effects of four sales methods on weekly sales of...


A marketing organization wishes to study the effects of four sales methods on weekly sales of a product. The organization employs a randomized block design in which three salesman use each sales method. The results obtained are given in the following table, along with the Excel output of a randomized block ANOVA of these data.

Salesman, j
Sales Method, i A B C
1 38 29 28
2 38 32 28
3 33 23 16
4 32 20 14
ANOVA: Two-Factor without Replication
SUMMARY Count Sum Average Variance
Method 1 3 95 31.6667 30.3333
Method 2 3 98 32.6667 25.3333
Method 3 3 72 24.0000 73.0000
Method 4 3 66 22.0000 84.0000
Salesman A 4 141 35.25 10.2500
Salesman B 4 104 26.00 30.0000
Salesman C 4 86 21.50 57.0000
ANOVA
Source of Variation SS df MS F P-Value F crit
Rows 259.5833 3 86.5278 16.14 .0028 4.7571
Columns 393.1667 2 196.5833 36.67 .0004 5.1433
Error 32.1667 6 5.36111
Total 684.9167 11

(a) Test the null hypothesis H0 that no differences exist between the effects of the sales methods (treatments) on mean weekly sales. Set α = .05. Can we conclude that the different sales methods have different effects on mean weekly sales?

F = 16.14, p-value = .0028; (Do not reject OR Reject) H0: there is (Difference OR No difference )a in effects of the sales methods (treatments) on mean weekly sales.

(b) Test the null hypothesis H0 that no differences exist between the effects of the salesmen (blocks) on mean weekly sales. Set α = .05. Can we conclude that the different salesmen have different effects on mean weekly sales?

F = 36.67, p-value = .0004; ((Do not reject OR Reject) t H0: salesman (Do not OR Do)do notdo have an effect on sales

(c) Use Tukey simultaneous 95 percent confidence intervals to make pairwise comparisons of the sales method effects on mean weekly sales. Which sales method(s) maximize mean weekly sales? (Round your answers to 2 decimal places. Negative amounts should be indicated by a minus sign.)

Method 1 – Method 2: [, ]
Method 1 – Method 3: [, ]
Method 1 – Method 4: [, ]
Method 2 – Method 3: [, ]
Method 2 – Method 4: [, ]
Method 3 – Method 4: [, ]

Solutions

Expert Solution

a)

p-value = .0028<α=0.05

; (Do not reject OR Reject) H0: there is (Difference ) in effects of the sales methods (treatments) on mean weekly sales.

b)

p-value = .0004<α=0.05;

(Reject) H0: salesman do have an effect on sales

c)

method 1 method 2 method 3 method 4
count, ni = 3 3 3 3
mean , x̅ i =Σxi / ni 31.667 32.667 24.000 22.000
Level of significance 0.05
no of treatments 4
df error 6
MSE 5.3611
q-statistic value 4.898

Tukey Kramer test
critical value = q*√(MSE/2*(1/ni+1/nj))

confidence interval = mean difference ± critical value

if confidence interval contans zero, then means are not different.

confidence interval
population mean difference critical value lower limit upper limit result
µ1-µ2 -1.00 6.55 -7.55 5.55 means are not different
µ1-µ3 7.67 6.55 1.12 14.21 means are different
µ1-µ4 9.67 6.55 3.12 16.21 means are different
µ2-µ3 8.67 6.55 2.12 15.21 means are different
µ2-µ4 10.67 6.55 4.12 17.21 means are different
µ3-µ4 2.00 6.55 -4.55 8.55 means are not different

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