Question

In: Statistics and Probability

(8pt) The director of a manufacturing company producing three brands of paper towels wants to reduce...

  1. (8pt) The director of a manufacturing company producing three brands of paper towels wants to reduce production to only two. The director argues that the ability to absorb water is the same for all three brands. The director hires you as a statistician to conduct a statistical test. A sample of 4 towels per brand was collected. Absorbency data are shown in the table below, where the absorbency values vary from 0 to 100 with 100 indicating highest absorbency. The ANOVA table is also below.                                                                             

ANOVA

df

MS

F

SSTR

134

2

67

4.9

SSE

164

12

13.67

SST

298

14

Paper Towel Absorbency

  

A

B

C

1

91

99

83

2

100

96

88

3

88

94

89

4

89

89

86

  1. Conduct a fisher’s LSD test allowing for 10% error.
  2. Do you agree with the director statement? Why?

Solutions

Expert Solution

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From the ANOVA table, we infer that the Critical value of F is 3.8853 and since the calculated value of F is 4.9>the critical value, there is at least a pair of treatments whose difference is significant. Therefore, we use the LSD to find out the pair.

a).

Fisher's LSD is given by the formula where t is the tabulated value of t at 10% level with df as the error df, is the means sum of squares for error, are the replications for treatment 1 and 2. In our case, the number of replications for all the three treatments are the same.

For our case, the , , . Substituting teh values, we have,

We now calculate the means of each treatment.

A B C
1 91 99 83
2 100 96 88
3 88 94 89
4 89 89 86
Mean 92 94.5 86.5

Whenever the absolute value  difference between any pair of tretments is more tahn the LSD, we then conclude that the pair is statistically significant.

We then calculate the absolute difference for comparisions as follows:

Treatments Mean Comparision Difference ABS(Diff) LSD Significant?
A 92 A Vs. B -2.5 2.5 4.6596 No
B 94.5 A Vs. C 5.5 5.5 4.6596 Yes
C 86.5 B Vs. C 8 8 4.6596 Yes

b).

We see that the Differences A and B are not significant but A and C and B and C are significant. Hence we conclude that the among the three, C is the least. Hence, I don't agree with the Director's arguet that the ability to absorb water is the same for all the three brands since A and B are statistically difference from C.

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