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Answer :
Null Hypothesis (H0): No significant difference among average bills of homes with different heating. Alternative Hypothesis (Ha): Significant difference among average bills.
ANOVA test confirms significant difference in average bills for different heating methods at 0.05 significance.
a. Null Hypothesis (H0): No significant difference among average bills of homes with different heating. Alternative Hypothesis (Ha): Significant difference among average bills.
b. Calculate group means: Gas (82), Electric (86), Heat Pump (81). Calculate overall mean (83).
Sum of Squares Between Treatments (SSB) = 26.
c. Mean Square Between Treatments (MSB) = 13 (SSB / Degrees of Freedom).
d. Sum of Squares Due to Error (SSE) = 38.
e. Mean Square Due to Error (MSE) = 3.167 (SSE / Degrees of Freedom Within).
f. ANOVA Table:
Source | DF | SS | MS | F
Between | 2 | 26 | 13 | MSB / MSE
Within | 12 | 38 | 3.167
Total | 14 | 64
g. Test Statistic (F) = 4.11. Critical value (α = 0.05) = 3.88. Since 4.11 > 3.88, reject H0.
Conclusion: At 0.05 significance, evidence suggests significant difference in average bills for different heating methods.
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