In an experiment to assess the effect of the angle of pull on the force required to cause separation in electrical connectors, four different angles (factor A) were used, and each of a sample of five connectors (factor B) was pulled once at each angle. The data appears in the accompanying table.
B | ||||||
---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | ||
A | 0° | 45.5 | 42.1 | 39.9 | 36.7 | 45.9 |
2° | 44.1 | 44.2 | 38.2 | 38.1 | 47.5 | |
4° | 42.7 | 42.8 | 42.8 | 42.3 | 48.6 | |
6° | 43.8 | 45.5 | 47.9 | 37.9 | 56.4 |
Does the data suggest that true average separation force is affected by the angle of pull? State the appropriate hypotheses.
H0: β1 =
β2 = β3 =
β4 = β5 = 0
Ha: at least one
βj ≠ 0
H0: α1 =
α2 = α3 =
α4 = 0
Ha: at least one
αi ≠ 0
H0: β1 =
β2 = β3 =
β4 = β5 = 0
Ha: no βj = 0
H0: α1 =
α2 = α3 =
α4 = 0
Ha: no αi = 0
Test the hypotheses at level 0.01 by first constructing an ANOVA
table (SST = 394.89, SSA = 56.14, and SSB = 246.62). (Round your
answers to two decimal places.)
Source | df | SS | MS | f | F0.01 |
---|---|---|---|---|---|
A | |||||
B | |||||
Error | |||||
Total |
State the conclusion in the problem context.
Reject H0. The data suggests that there is an angle of pull effect.
Reject H0. The data does not suggest that there is an angle of pull effect.
Fail to reject H0. The data suggests that there is an angle of pull effect.
Fail to reject H0. The data does not suggest that there is an angle of pull effect.
a)
H0: α1 =
α2 = α3 =
α4 = 0
Ha: at least one αi ≠
0
b)
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
A | 56.14 | 3 | 18.71 | 2.44 | 0.12 | 5.95 |
B | 246.62 | 4 | 61.66 | 8.03 | 0.00 | 5.41 |
Error | 92.13 | 12 | 7.68 | - | - | - |
Total | 394.89 | 19 | - | - | - | - |
c) Since p value for angles is 0.12, which more than 0.01. so it is not significant. therefore
Fail to reject H0. The data does not suggest that there is an angle of pull effect.
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( extra information) However Factor B (connectors) is effective.
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