In: Statistics and Probability
The heating bills for a selected sample of houses in five different cities using various forms of heating are given below (values are in dollars).
City |
Gas Heated Homes |
Central Electric |
Heat Pump |
Ankara |
83 |
90 |
81 |
Konya |
80 |
88 |
83 |
Çorum |
82 |
87 |
80 |
Yozgat |
83 |
82 |
82 |
Kırşehir |
82 |
83 |
79 |
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Answer 1.
a. Null Hypothesis, Ho; There is no significant difference among the average bills of the homes according to the different heating methods, i.e.
b. Alternative Hypothesis, Ha: There exists at least one heating method for which the average bill of homes is significantly different, i.e. there exists at least one for at least one
c. Between Group Variation = Sum of Squares Between Group = 70
d. F- ratio = 6.7742
e. F-critical = 2.8068
f. Since, F-ratio > F-critical, we Reject Ho at 10% level of significance and conclude that There exists at least one heating method for which the average bill of homes is significantly different, i.e. there exists at least one for at least one
Answer 2.
a. Null Hypothesis, Ho; There is no significant difference among the average bills of the homes across different cities, i.e.
b. Alternative Hypothesis, Ha: There exists at least one city for which the average bill of homes is significantly different, i.e. there exists at least one for at least one
c. Between Group Variation = Sum of Squares Between Group = 19.3333
d. F- ratio = 0.42899
e. F-critical = 2.6053
f. Since, F-ratio < F-critical, we fail to Reject Ho at 10% level of significance and conclude that There is no significant difference among the average bills of the homes across different cities, i.e.
Answer 3.
Answer a. F ratio for the test of equality of bills according to heating methods = Sum of Squares due to Columns = 6.5625
Answer b. F ratio for the test of equality of bills according to cities = Sum of Squares due to Rows = 0.90625