In: Statistics and Probability
Braking Distance |
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Disk |
Disk |
Disk |
Disk |
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 |
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