Question

In: Statistics and Probability

A car dealership would like to test the hypothesis that a difference exists in the city...

A car dealership would like to test the hypothesis that a difference exists in the city gas mileage (miles per gallon when driven in the city) of three cars, Honda Insight, Hyundai Ioniq and Toyota Camry. The following data represent the miles per gallon for a random sample of Honda Insight, Hyundai Ioniq and Toyota Camry cars.

Honda Insight

Hyundai Ioniq

Toyota Camry

40

35

35

36

37

34

37

38

31

38

34

36

38

34

33

36

36

35

Use Excel to perform a one-way ANOVA and state your conclusion using α = 0.05.

Solutions

Expert Solution

Ans:

Group 1 Group 2 Group 3 Total
Sum 225 214 204 643
Count 6 6 6 18
Mean, Sum/n 37.5 35.66667 34
Sum of square, Ʃ(xᵢ-x̅)² 11.5 13.33333 16
Standard deviation 1.517 1.633 1.789
Number of treatment, k = 3
Total sample Size, N = 18
df(between) = k-1 = 2
df(within) = N-k = 15
df(total) = N-1 = 17
SS(between) = (Sum1)²/n1 + (Sum2)²/n2 + (Sum3)²/n3 - (Grand Sum)²/ N = 36.7778
SS(within) = SS1 + SS2 + SS3 = 40.8333
SS(total) = SS(between) + SS(within) = 77.6111
MS(between) = SS(between)/df(between) = 18.3889
MS(within) = SS(within)/df(within) = 2.7222
F = MS(between)/MS(within) = 6.7551
p-value = F.DIST.RT(6.7551, 2, 15) = 0.0081
ANOVA
Source of Variation SS df MS F P-value
Between Groups 36.7778 2 18.3889 6.7551 0.0081
Within Groups 40.8333 15 2.7222
Total 77.6111 17
Null and Alternative Hypothesis:
Ho: µ1 = µ2 = µ3
H1: At least one mean is different.
Test statistic:
F = 6.7551
Critical value:
Critical value Fc = F.INV.RT(0.05, 2, 15) = 3.6823
p-value:
p-value = F.DIST.RT(6.7551, 2, 15) = 0.0081
Decision:
P-value < α, Reject the null hypothesis.

Conclusion:There is sufficient evidnece to conclude that there is a significant difference in the city gas mileage (miles per gallon when driven in the city) of three cars, Honda Insight, Hyundai Ioniq and Toyota Camry.


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