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ANOVA: breaking strength of three cable brands
Short answer
One‑way ANOVA gives F = 2.915 (df: 2, 12). At α = 0.05, F_crit = 3.885, so fail to reject H₀. No significant difference in mean breaking strengths.
The following are the breaking strength of three different brands of cables.
| Brand | Breaking Strength |
|---|---|
| A | 40 30 50 60 30 |
| B | 60 40 55 65 |
| C | 60 50 70 65 75 40 |
| Construct ANOVA table and test for the equality of the average breaking strength of cables at α = 5%. |
One-way ANOVA with three brands (k = 3).
Hypotheses
- H₀: μ_A = μ_B = μ_C (mean breaking strengths are equal)
- H₁: at least one mean is different
Level of significance: α = 0.05
Sample sizes: n_A = 5, n_B = 4, n_C = 6, N = 15. Group totals: T_A = 210, T_B = 220, T_C = 360; grand total G = 790.
- Correction factor CF = G²/N = 790²/15 = 41606.667
- Σx² (all observations) = 44400
- Total SS = Σx² − CF = 2793.333
- SS between = Σ(Tᵢ²/nᵢ) − CF = 42520.000 − 41606.667 = 913.333
- SS within (error) = Total SS − SS between = 1880.000
ANOVA table
| Source | SS | df | MS | F |
|---|---|---|---|---|
| Between groups | 913.333 | 2 | 456.667 | 2.915 |
| Within groups (error) | 1880.000 | 12 | 156.667 | |
| Total | 2793.333 | 14 |
Critical value: F(0.05; 2, 12) = 3.885
Decision: calculated F = 2.915 < 3.885 (p-value ≈ 0.093), so we do not reject H₀.
Conclusion: there is not sufficient evidence of a difference; the average breaking strengths of the three brands of cable can be regarded as equal at the 5% level.
✓ Answer checked by Claude Sonnet 5.5
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