- 2070 Chaitra · 6 marks
ANOVA: shear force of bolts at three positions
Short answer
One-way ANOVA: F=2.333, critical F(0.05;2,14)=3.739. Since 2.333 < 3.739, fail to reject H0; differences among the three position means are not significant at 5% level.
As a part of investigation of the collapse of the roof of a building, a testing laboratory is given all the available bolts that connected the steel structure at three different positions on the roof. The forces required to shear each of these bolts (coded values) are as follows:
| Position 1 | 90, 82, 79, 98, 83, 91 |
|---|---|
| Position 2 | 105, 89, 93, 104, 89, 95, 86 |
| Position 3 | 83, 89, 80, 94 |
| Perform an ANOVA to test at the 0.05 level of significance whether the difference among the sample means at the three positions are significant. |
One-way ANOVA with unequal group sizes (6, 7 and 4).
- H0: μ₁ = μ₂ = μ₃ (mean shear force is the same at the three positions) H1: at least one position mean differs (F-test, right-tailed)
- Level of significance: α = 0.05
- Computations:
Position 1 n=6 total=523 mean=87.1667
Position 2 n=7 total=661 mean=94.4286
Position 3 n=4 total=346 mean=86.5000
Grand total T = 1530, N = 17
Correction factor CF = T²/N = 1530²/17 = 137700.0000
Total SS = Σx² − CF = 138638.0000 − 137700.0000 = 938.0000
SS between = Σ(Ti²/ni) − CF = 137934.4524 − 137700.0000 = 234.4524
SS within = Total SS − SS between = 703.5476
- ANOVA table:
| Source | SS | d.f. | MS | F |
|---|---|---|---|---|
| Between positions | 234.4524 | 2 | 117.2262 | 2.333 |
| Within (error) | 703.5476 | 14 | 50.2534 | |
| Total | 938.0000 | 16 |
- Critical value: F(0.05; 2, 14) = 3.739. Reject H0 if F > 3.739.
- Decision: the calculated value falls in the acceptance region (p-value = 0.1335), so fail to reject H0.
Conclusion: the difference among the sample means is not significant at the 5% level.
✓ Answer checked by Claude Sonnet 5.5
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