Question

In: Statistics and Probability

In a study conducted to investigate browsing activity by shoppers, each shopper was initially classified as...

In a study conducted to investigate browsing activity by shoppers, each shopper was initially classified as a nonbrowser, light browser, or heavy browser. For each shopper, the study obtained a measure to determine how comfortable the shopper was in a store. Higher scores indicated greater comfort. Suppose the following data were collected.

Light Heavy
Nonbrowser Browser Browser
4 3 10
5 4 12
6 3 10
3 2 12
3 5 9
4 2 11
5 4 10
4 3 12

a. Use a=.05 to test for a difference among mean comfort scores for the three types of browsers.

Compute the values identified below (to 2 decimals, if necessary).

Sum of Squares, Treatment
Sum of Squares, Error
Mean Squares, Treatment
Mean Squares, Error

Calculate the value of the test statistic (to 2 decimals, if necessary).

b. Use Fisher's LSD procedure to compare the comfort levels of nonbrowsers and light browsers. Use a=5.

Compute the LSD critical value (to 2 decimals).

Solutions

Expert Solution

treatment Nonbrowser light Heavy
count, ni = 8 8 8
mean , x̅ i = 4.250 3.25 10.750
std. dev., si = 1.035 1.035 1.165
sample variances, si^2 = 1.071 1.071 1.357
total sum 34 26 86 146 (grand sum)
grand mean , x̅̅ = Σni*x̅i/Σni =   6.08
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² 3.361 8.028 21.778
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 26.889 64.222 174.222 265.3333333
SS(within ) = SSW = Σ(n-1)s² = 7.500 7.500 9.500 24.5000

no. of treatment , k =   3
df between = k-1 =    2
N = Σn =   24
df within = N-k =   21
  
mean square between groups , MSB = SSB/k-1 =    132.6667
  
mean square within groups , MSW = SSW/N-k =    1.1667
  
F-stat = MSB/MSW =    113.7143

====================

a)

Sum of Squares, Treatment=265.33
Sum of Squares, Error=24.50
Mean Squares, Treatment=132.67
Mean Squares, Error=1.17

value of test stat = 113.71

b)

Level of significance= 0.0500
no. of treatments,k= 3
DF error =N-k= 21
MSE= 1.1667
t-critical value,t(α/2,df)= 2.0796

Fishers LSD critical value=tα/2,df √(MSE(1/ni+1/nj)) = 1.12

if absolute difference of means > critical value,means are significnantly different ,otherwise not

population mean difference critical value result
µ1-µ2 1 1.12 means are not different

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