In: Statistics and Probability
A manufacturer of floor polish conducted a consumer-preference experiment to determine which of five different floor polishes was the most appealing in appearance. A sample of 100 consumers viewed five patches of flooring that had each received one of the five polishes. Each consumer indicated the patch he or she preferred. The lighting and background were approximately the same for all patches. The results are given below. Solve the following using the p-value approach and solve using the classical approach.
Polish | A | B | C | D | E | Total |
Frequency | 26 | 18 | 14 | 21 | 21 | 100 |
(a) State the hypothesis for "no preference" in statistical terminology.
H0: P(A) + P(B) + P(C) + P(D) + P(E) = 1 H0: P(x) = P(y) for some x and y H0: P(A) ≠ P(B) ≠ P(C) ≠ P(D) ≠ P(E) H0: P(A) = P(B) = P(C) = P(D) = P(E) = 0.2
(b) What test statistic will be used in testing this null
hypothesis?
χ2t p μ z
(c) Complete the hypothesis test using α = 0.10.
(i) Find the test statistic. (Round your answer to two decimal
places.)
(ii) Find the p-value. (Round your answer to four decimal
places.)
(iii) State the appropriate conclusion.
Reject H0. There is significant evidence of a consumer preference. Do not reject H0. There is no evidence of a consumer preference.
Given,
polish | A | B | C | D | E | Total |
Frequency : Observed frequency | 26 | 18 | 14 | 21 | 21 | 100 |
a) State the hypothesis for "no preference" in statistical terminology.
Ho: P(A) = P(B) = P(C) = P(D) = P(E) = 0.2
(b) What test statistic will be used in testing this null hypothesis?
(c) Complete the hypothesis test using α = 0.10.
(i) Find the test statistic. (Round your answer to two decimal
places.)
Test Statistic
O : Observed Frequency
E : Expected frequency
polish | A | B | C | D | E | Total |
Observed frequency:O | 26 | 18 | 14 | 21 | 21 | 100 |
Expected Frequency: E | 100*0.2=20 | 100*0.2=20 | 100*0.2=20 | 100*0.2=20 | 100*0.2=20 | 100 |
Test Statistic = 3.9
(ii) Find the p-value. (Round your answer to four decimal
places.)
Degrees of freedom = Number of categories - 1= Number of polish
types -1 =5-1=4
For 4 degrees of freedom,
p-value = 0.4197
(iii) State the appropriate conclusion.
Given level of significance =0.10;
As p-value : 0.4197 > level of significance :0.10; Do not reject Ho
Do not reject H0. There is no evidence of a consumer preference.