Question

In: Statistics and Probability

Braking distance was evaluated for 4 different brake materials. Run an analysis of variance to determine...

  1. Braking distance was evaluated for 4 different brake materials. Run an analysis of variance to determine if there is a difference in treatments?   Use the six steps of hypothesis testing at a 0.05 level of significance. Put the below data into Excel to perform the analysis.

Braking Distance

Disk
Material 1

Disk
Material 2

Disk
Material 3

Disk
Material 4

69.8

78.1

77.7

90.6

65.6

81.0

80.9

91.0

71.7

81.9

80.8

89.4

70.5

81.8

79.8

88.1

68.0

78.8

81.1

87.5

69.3

78.9

82.0

92.0

71.0

81.4

80.0

90.7

68.8

82.2

80.8

88.4

66.7

79.8

80.9

89.7

72.0

76.7

79.8

88.1

72.8

80.1

80.1

89.4

67.2

78.7

80.4

89.2

  1. Is the average braking distance for material 2 different than the average braking distance for material 3? Prove your conclusion by using the confidence interval formula in chapter 12

Solutions

Expert Solution

a)

Analysis of variance:

Excle > Data > Data Analysis > Anova: Single Factor

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
Disk Material 1 12 833.4000 69.4500 5.1282
Disk Material 2 12 959.4000 79.9500 3.0464
Disk Material 3 12 964.3000 80.3583 1.1008
Disk Material 4 12 1074.1000 89.5083 1.8572
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 2420.488 3 806.8294 289.8986 5.48E-29 2.8165
Within Groups 122.4583 44 2.7831
Total 2542.947 47

Hypothesis:

H0: μ1 = μ2 = μ3 = μ4

Ha: Not all means are equal

Test:

F stat = 289.8986

P value = 0

Decision:

P value < 0.05, Reject H0

Conclusion:

There is enough evidence to conclude that there is a difference in treatments at 5% significance level

b)

Disk Material 2 Disk Material 3
78.1 77.7
81 80.9
81.9 80.8
81.8 79.8
78.8 81.1
78.9 82
81.4 80
82.2 80.8
79.8 80.9
76.7 79.8
80.1 80.1
78.7 80.4
Mean 79.9500 80.3583
SD 1.7454 1.0492
n 12 12

Hypothesis:

H0: μ2 = μ3

Ha: μ2 not = μ3

Equal varaince test:

Fstat 2.767409194 S1^2/S2^2
Fc 2.81793047 From t table

F stat < Fc, Do not reject the null hypothesis of equal variance

95% Confidence interval for the difference between the average braking distance for material 2 and the average braking distance for material 3

CI Equal variance
tc 2.073873068 T.INV.2T(alpha,Df)
Upper 0.810889538 (X1 bar-X2 bar )+tc*Sp*SQRT(1/n1 + 1/n2)
Lower -1.627489538 (X1 bar-X2 bar )-tc*Sp*SQRT(1/n1 + 1/n2)

CI = (-1.6275, 0.8109)

We do not reject null hypothesis why because confidence interval contains null value

There is not enough evidence to conclude that the average braking distance for material 2 different than the average braking distance for material 3


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