In: Statistics and Probability
1. Over a period of 100 randomly chosen trading days in 1993, a basket of small growth stocks returned an average of 13.37% while a basket of diversified stocks returned an average of 19.63%. The standard deviations were 20.39% and 12.85% respectively. On average, did these two investment vehicles produce significantly different returns? Test at the 0.05 level of significance
The provided sample means are shown below:
= 13.37 = 19.63
Also, the provided population standard deviations are:
= 20.39 = 12.85
and the sample sizes are n1 = 100 and n2 = 100.
(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 two-tailed test, for which a z-test for two population means, with known population standard deviations will be used.
(2) Rejection Region
Based on the information provided, the significance level is α = 0.05, and the critical value for a two-tailed test is z_c = 1.96z
(3) Test Statistics
The z-statistic is computed as follows:
z = -2.597
(4) Decision about the null hypothesis
Since it is observed that |z| = 2.597 > z_c = 1.96 , it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p = 0.0094 , and since p = 0.0094 < 0.05 , it is concluded that the null hypothesis is rejected