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In: Statistics and Probability

Question 12): You have been assigned to test the hypothesis that the average number of cars...

Question 12): You have been assigned to test the hypothesis that the average number of cars waiting in line for the drive-thru window during lunch hour differs between Burger King, Wendy’s, and McDonald’s. The following data show the number of cars in line during randomly selected times during the lunch hour at all three chains. Perform a one-way ANOVA using α = 0.05 to determine if a difference exists in the average number of cars waiting in line at the drive-thru during the lunch hour between these chains. (. (Hint: F crit. 3.885294))

Burger King

Wendy's

McDonald's

7

7

6

10

8

7

11

5

7

8

3

7

9

2

9

Calculate :

SST

MST

SSB

MSB

SSW

MSW

F-critical

F Stat

Solutions

Expert Solution

treatment Burger King Wendy's McDonald's
count, ni = 5 5 5
mean , x̅ i = 9.000 5.00 7.200
std. dev., si = 1.581 2.550 1.095
sample variances, si^2 = 2.500 6.500 1.200
total sum 45 25 36 106 (grand sum)
grand mean , x̅̅ = Σni*x̅i/Σni =   7.07
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² 3.738 4.271 0.018
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 18.689 21.356 0.089 40.13333333
SS(within ) = SSW = Σ(n-1)s² = 10.000 26.000 4.800 40.8000

no. of treatment , k =   3
df between = k-1 =    2
N = Σn =   15
df within = N-k =   12
  
mean square between groups , MSB = SSB/k-1 =    20.0667
  
mean square within groups , MSW = SSW/N-k =    3.4000
  
F-stat = MSB/MSW =    5.9020

anova table
SS df MS F p-value F-critical
Between: 40.1333 2 20.067 5.902 0.0164 3.885
Within: 40.8000 12 3.400
Total: 80.9333 14
α = 0.05

Ho: µ1=µ2=µ3
H1: not all means are equal
value of test stat=   5.90
p value is    0.0164
   Decision:   p-value<α , reject null hypothesis
      
conclusion :    there is enough evidence of significant mean difference among three treatments  


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