In: Statistics and Probability
Suppose there are 3 companies in the market for delivering food: Glovo, Wolt, and Tsrapi and you want to test if they all have the same/equal market shares. Based on a random sample of 300 people 82 reported using Glovo, 117 reported using Wolt and 101 reported using Tsrapi. Based on this evidence, and given 5% significance level, which statement below represents the test-statistic and the correct decision for this case?
Select one:
a. Test-statistic=6.14, we cannot reject the equality of market shares
b. Test-statistic=6.43, we cannot reject the equality of market shares
c. Test-statistic=6.14, we reject the equality of market shares
d. Test-statistic=6.43, we reject the equality of market shares
The given data is
Observed frequency | |
Glovo | 82 |
Wolt | 117 |
Tsrapi | 101 |
300 | |
We shall use Chi square test
The null and alternative hypothesis
H0: The distribution of market shares are equal for three companies
Ha : The distribution of market shares are not equal for three companies
Test statistic
where Oi : observed frequency
Ei : expected frequency
Under null hypothesis ,expected frequency for each cell is 100
Calculation of Chi square
Observed frequency(Oi) | Expected frequency(Ei) | (Oi-Ei)^2/Ei | |
Glovo | 82 | 100 | 3.24 |
Wolt | 117 | 100 | 2.89 |
Tsrapi | 101 | 100 | 0.01 |
sum | 6.14 |
Thus
6.14
degrees of freedom = 3-1= 2
Critical value of chi square at 0.05 with 2 df
5.99 (from chi square table)
Since calculated value of > 5.99
We reject H0
Answer is : Test statistic = 6.14 , we reject the equality of market shares .