Question #289886

To compare the results of boys and girls in a class, a special test was given to 50 boys who averaged 67.4 with Standard deviation of 5, and 50 girls averaged 62.8 with Standard deviation of 4.6.

a) Test, at alpha=0.05, whether the difference is significant or not.

b) Test if the difference is 3.0.


1
Expert's answer
2022-01-26T17:50:38-0500

Boys

n1=50xˉ=67.4s1=5n_1=50\\\bar x=67.4\\s_1=5

Girls

n2=50xˉ2=62.8s2=4.6n_2=50\\\bar x_2=62.8\\s_2=4.6

a)a)

We test the following hypotheses,

H0:μ1μ2=0vsH1:μ1μ20H_0:\mu_1-\mu_2=0\\vs\\H_1:\mu_1-\mu_2\not=0

We apply t distribution to perform this test as follows,.

The test statistic is given as,

tc=(xˉ1xˉ2)(μ1μ2)s12n1+s22n2=(67.462.8)02550+21.1650=4.60.9232=4.60.96083297=4.7875t_c={(\bar x_1-\bar x_2)-(\mu_1-\mu_2)\over \sqrt{{s_1^2\over n_1}+{s_2^2\over n_2}}}={(67.4-62.8)-0\over\sqrt{{25\over50}+{21.16\over 50}}}={4.6\over\sqrt{0.9232}}={4.6\over0.96083297}=4.7875

tct_c is compared with the table value at α=0.05\alpha=0.05 with n1+n22=50+502=98n_1+n_2-2=50+50-2=98 degrees of freedom.

The table value is,

t0.052,98=t0.025,98=1.984467t_{{0.05\over2},98}=t_{0.025,98}=1.984467

The null hypothesis is rejected if tc>t0.025,98.|t_c|\gt t_{0.025,98}.

Now,

tc=4.7875>t0.025,98=1.984467,|t_c|=4.7875\gt t_{0.025,98}=1.984467, and we reject the null hypothesis and conclude that there is sufficient evidence to show that the difference in means between boys and girls is significant at 5% level of significance.


b)b)

The hypothesis tested are,

H0:μ1μ2=3vsH1:μ1μ23H_0:\mu_1-\mu_2=3\\vs\\H_1:\mu_1-\mu_2\not=3

tc=(xˉ1xˉ2)(μ1μ2)s12n1+s22n2==(67.462.8)32550+21.1650=(4.63)0.9232=1.60.96083297=1.6652t_c={(\bar x_1-\bar x_2)-(\mu_1-\mu_2)\over \sqrt{{s_1^2\over n_1}+{s_2^2\over n_2}}}=={(67.4-62.8)-3\over\sqrt{{25\over50}+{21.16\over 50}}}={(4.6-3)\over\sqrt{0.9232}}={1.6\over 0.96083297}=1.6652

tct_c is compared with the table value at α=0.05\alpha=0.05 with n1+n22=50+502=98n_1+n_2-2=50+50-2=98 degrees of freedom.

The table value is,

t0.052,98=t0.025,98=1.984467t_{{0.05\over2},98}=t_{0.025,98}=1.984467

The null hypothesis is rejected if tc>t0.025,98.|t_c|\gt t_{0.025,98}.

Since tc=1.6652<t0.025,98=1.984467,|t_c|=1.6652\lt t_{0.025,98}=1.984467, we fail to reject the null hypothesis and conclude that there is sufficient evidence to show that the difference in means between boys and girls is 3 at 5% significance level.


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