In: Statistics and Probability
A study of the properties of metal plate-connected trusses used for roof support yielded the following observations on axial stiffness index (kips/in.) for plate lengths 4, 6, 8, 10, and 12 in:
4: | 340.2 | 409.5 | 311.0 | 326.5 | 316.8 | 349.8 | 309.7 |
6: | 432.1 | 347.2 | 361.0 | 404.5 | 331.0 | 348.9 | 381.7 |
8: | 390.4 | 366.2 | 351.0 | 357.1 | 409.9 | 367.3 | 382.0 |
10: | 359.7 | 452.9 | 461.4 | 433.1 | 410.6 | 384.2 | 362.6 |
12: | 413.4 | 441.8 | 419.9 | 410.7 | 473.4 | 441.2 | 465.8 |
Does variation in plate length have any effect on true average axial stiffness? State the relevant hypotheses using analysis of variance.
H0: μ1 ≠ μ2 ≠
μ3 ≠ μ4 ≠ μ5
Ha: at least two μi's are
equal H0: μ1 ≠ μ2 ≠
μ3 ≠ μ4 ≠ μ5
Ha: all five μi's are
equal H0: μ1
= μ2 = μ3 = μ4 =
μ5
Ha: all five μi's are
unequal H0: μ1 = μ2 =
μ3 = μ4 = μ5
Ha: at least two μi's are
unequal
Test the relevant hypotheses using analysis of variance with α =
0.01. Display your results in an ANOVA table. (Round your answers
to two decimal places.)
Source | Degrees of freedom |
Sum of Squares |
Mean Squares |
f |
---|---|---|---|---|
Treatments | 2 | 3 | 4 | 5 |
Error | 6 | 7 | 8 | |
Total | 9 | 10 |
Give the test statistic. (Round your answer to two decimal
places.)
f = 11
What can be said about the P-value for the test?
P-value > 0.100 0.050 < P-value < 0.100 0.010 < P-value < 0.050 0.001 < P-value < 0.010 P-value < 0.001
State the conclusion in the problem context.
Reject H0. There are no differences in the true average axial stiffness for the different plate lengths. Reject H0. There are differences in the true average axial stiffness for the different plate lengths. Fail to reject H0. There are differences in the true average axial stiffness for the different plate lengths. Fail to reject H0. There are no differences in the true average axial stiffness for the different plate lengths.
(1)
Correct option:
H0: All five 's are equal:
Ha: At least two 's are unequal:
(2)
From the given data, the following Table is calculated:
4 | 6 | 8 | 10 | 12 | Total | |
N | 7 | 7 | 7 | 7 | 7 | 35 |
2363.5 | 2606.4 | 2623.9 | 2864.5 | 3066.2 | 13524.5 | |
Mean | 2363.5/7=337.6429 | 2606.4/7=372.3429 | 2623.9/7=374.8429 | 2864.5/7=409.2143 | 3066.2/7=438.0286 | 13524.5/35=386.414 |
805385.91 | 978186.6 | 986087.31 | 1182648.83 | 1346811.94 | 5299120.59 | |
Std. Dev. | 35.0405 | 35.852 | 20.5635 | 41.7423 | 24.929 | 46.3556 |
From the above Table, ANOVA Table is calculated as follows:
Source | Degrees of freedom | Sum of Squares | Mean squares | F |
Treatments | 4 | 41261.0086 | 41261.008/4=10315.2541 | 10315.2541/1059.9858=9.7315 |
Error | 30 | 31799.5743 | 31799.5743/30=1059.9858 | |
Total | 34 | 73060.5829 |
Test statistic F = 10315.2541/1059.9858=9.73
(3)
Degrees of Freedom (4,30)
By Technology, p - value = 0.000036
So
Correct option:
P - Value < 0.001
(4)
Correct option:
Reject H0. There are differences in the true average axial stiffness for the different plate lengths.