In: Statistics and Probability
To test whether the mean time needed to mix a batch of material is the same for machines produced by three manufacturers, a chemical company obtained the following data on the time (in minutes) needed to mix the material.
Manufacturer | ||
---|---|---|
1 | 2 | 3 |
21 | 27 | 21 |
26 | 27 | 19 |
24 | 30 | 22 |
25 | 32 | 26 |
Use Fisher's LSD procedure to develop a 95% confidence interval estimate (in minutes) of the difference between the means for manufacturer 1 and manufacturer 2. (Round your answers to two decimal places.)
min to min
Performing the analysis using SPSS
Descriptives |
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Observation |
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N |
Mean |
Std. Deviation |
Std. Error |
95% Confidence Interval for Mean |
Minimum |
Maximum |
||
Lower Bound |
Upper Bound |
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1.00 |
4 |
24.0000 |
2.16025 |
1.08012 |
20.5626 |
27.4374 |
21.00 |
26.00 |
2.00 |
4 |
29.0000 |
2.44949 |
1.22474 |
25.1023 |
32.8977 |
27.00 |
32.00 |
3.00 |
4 |
22.0000 |
2.94392 |
1.47196 |
17.3156 |
26.6844 |
19.00 |
26.00 |
Total |
12 |
25.0000 |
3.83761 |
1.10782 |
22.5617 |
27.4383 |
19.00 |
32.00 |
Test of Homogeneity of Variances |
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Observation |
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Levene Statistic |
df1 |
df2 |
Sig. |
.176 |
2 |
9 |
.841 |
Hypothesis:
H0: the mean time needed to mix a batch of material is the same for machines produced by three manufacturers
H1: There is significant difference in the mean time needed to mix a batch of material for machines produced by three manufacturers.
Level of significance: 0.05
Conclusion Since p value =0.010 is less than 0.05 , hence we reject H0 and conclude that there is significant difference in the mean time needed to mix a batch of material for machines produced by three manufacturers
ANOVA |
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Observation |
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Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Between Groups |
104.000 |
2 |
52.000 |
8.069 |
.010 |
Within Groups |
58.000 |
9 |
6.444 |
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Total |
162.000 |
11 |
95% confidence interval estimate (in minutes) of the difference between the means for manufacturer 1 and manufacturer 2.
(-9.0607 -.9393)
Multiple Comparisons |
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Dependent Variable: Observation LSD |
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(I) Manufecturer |
(J) Manufecturer |
Mean Difference (I-J) |
Std. Error |
Sig. |
95% Confidence Interval |
|
Lower Bound |
Upper Bound |
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1.00 |
2.00 |
-5.00000* |
1.79505 |
.021 |
-9.0607 |
-.9393 |
3.00 |
2.00000 |
1.79505 |
.294 |
-2.0607 |
6.0607 |
|
2.00 |
1.00 |
5.00000* |
1.79505 |
.021 |
.9393 |
9.0607 |
3.00 |
7.00000* |
1.79505 |
.004 |
2.9393 |
11.0607 |
|
3.00 |
1.00 |
-2.00000 |
1.79505 |
.294 |
-6.0607 |
2.0607 |
2.00 |
-7.00000* |
1.79505 |
.004 |
-11.0607 |
-2.9393 |
|
*. The mean difference is significant at the 0.05 level. |