In: Statistics and Probability
The manufacturer of an MP3 player wanted to know whether a 10% reduction in price is enough to increase the sales of its product. To investigate, the owner randomly selected eight outlets and sold the MP3 player at the reduced price. At seven randomly selected outlets, the MP3 player was sold at the regular price. Reported below is the number of units sold last month at the regular and reduced prices at the randomly selected outlets.
Regular price | 132 | 127 | 86 | 116 | 117 | 123 | 99 | |
Reduced price | 122 | 138 | 155 | 136 | 115 | 121 | 134 | 127 |
At the 0.100 significance level, can the manufacturer conclude that the price reduction resulted in an increase in sales? Hint: For the calculations, assume reduced price as the first sample.
Compute the pooled estimate of the variance. (Round your answer to 3 decimal places.)
Compute the test statistic. (Round your answer to 2 decimal places.)
State your decision about the null hypothesis.
The sample size is 8. The provided sample data along with the data required to compute the sample mean and sample variance are shown in the table below:
Reduced Price | Reduced Price2 | |
122 | 14884 | |
138 | 19044 | |
155 | 24025 | |
136 | 18496 | |
115 | 13225 | |
121 | 14641 | |
134 | 17956 | |
127 | 16129 | |
Sum = | 1048 | 138400 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
The sample size is 7. The provided sample data along with the data required to compute the sample mean and sample variance are shown in the table below:
Regular Price | Regular Price2 | |
132 | 17424 | |
127 | 16129 | |
86 | 7396 | |
116 | 13456 | |
117 | 13689 | |
123 | 15129 | |
99 | 9801 | |
Sum = | 800 | 93024 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μ1 = μ2
Ha: μ1 > μ2
This corresponds to a right-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.
(2) Rejection Region
Based on the information provided, the significance level is α=0.1, and the degrees of freedom are df = 13. In fact, the degrees of freedom are computed as follows, assuming that the population variances are equal:
Hence, it is found that the critical value for this right-tailed test is t_c = 1.35 , for α=0.1 and df = 13 .
(3) Test Statistics
Since it is assumed that the population variances are equal, the t-statistic is computed as follows:
t = 2.238
(4) Decision about the null hypothesis
Since it is observed that t = 2.238 > t_c = 1.35 , it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0.0217 , and since p = 0.0217 < 0.1 , it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population mean μ1 is greater than μ2, at the 0.1 significance level.
Or, the sale has increased