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In: Statistics and Probability

Question: For each of the following scenarios, conduct the complete hypothesis testing process as appropriate give...

Question: For each of the following scenarios, conduct the complete hypothesis testing process as appropriate give that scenario.

A regional manager implements a policy change for stores in his region to begin greeting customers whenever they are standing within a 3 metre distance in the store. He compares mean daily purchase numbers over one month from pre-change to post-change for each store to see if the change makes a difference in sales.

            Mean daily purchases for Store 1 through Store 10 before policy: 82, 103, 91, 91, 83, 76, 90, 114, 88, 92

            Mean daily purchases for Store 1 through Store 10 after policy: 102, 83, 113, 87, 94, 78, 91, 117, 101, 107

Solutions

Expert Solution

Ho :   µd=   0
Ha :   µd ╪   0

Sample #1 Sample #2 difference , Di =sample1-sample2 (Di - Dbar)²
82 102 -20.000 187.69
103 83 20.000 691.69
91 113 -22.000 246.49
91 87 4.000 106.09
83 94 -11.000 22.09
76 78 -2.000 18.49
90 91 -1.000 28.09
114 117 -3.000 10.89
88 101 -13.000 44.89
92 107 -15.000 75.69
sample 1 sample 2 Di (Di - Dbar)²
sum = 910 973 -63 1432.1

mean of difference ,    D̅ =ΣDi / n =   -6.300                  
                          
std dev of difference , Sd =    √ [ (Di-Dbar)²/(n-1) =    12.6144                  
                          
std error , SE = Sd / √n =    12.6144   / √   10   =   3.9890      
                          
t-statistic = (D̅ - µd)/SE = (   -6.3   -   0   ) /    3.9890   =   -1.579
                          
Degree of freedom, DF=   n - 1 =    9                  
p-value =        0.14872   [excel function: =t.dist.2t(t-stat,df) ]               
Conclusion:     p-value>α=0.05 , Do not reject null hypothesis     

There is not enough evidence to conclude that   the change makes a difference in sales at α=0.05   


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