Question #150165

4. A buyer of electric bulbs purchases 400 bulbs; 200 bulbs of each brand. Upon testing these bulbs be found that brand A has an average of 1225 hrs with a S.D of 42 hrs.

Whereas brand B had a mean life of 1265 hrs with a S.D of 60hrs. Can the buyer be certain that brands B is superior than brand A in equality


1
Expert's answer
2020-12-14T18:50:22-0500

The following null and alternative hypotheses need to be tested:

H0:μ1μ2H_0:\mu_1\leq\mu_2

H1:μ1>μ2H_1:\mu_1>\mu_2

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.

We have two different brands. Then we assume that the population variances are unequal, so then the number of degrees of freedom is computed as follows:


df=(s12/n1+s22/n2)2(s12/n1)2n1+1+(s22/n2)2n2+1=359.842df=\dfrac{(s_1^2/n_1+s_2^2/n_2)^2}{\dfrac{(s_1^2/n_1)^2}{n_1+1}+\dfrac{(s_2^2/n_2)^2}{n_2+1}}=359.842

It is found that the critical value for this right-tailed test is tc=1.6491,t_c=1.6491, for α=0.05\alpha=0.05

and df=359.842.df=359.842.  

The rejection region for this right-tailed test is R={t:t>1.6491}.R=\{t:t>1.6491\}.

Since it is assumed that the population variances are unequal, the t-statistic is computed as follows:


t=X1ˉX2ˉs12n1+s22n2=12651225602200+422200=7.7238t=\dfrac{\bar{X_1}-\bar{X_2}}{\sqrt{\dfrac{s_1 ^2}{n_1}+\dfrac{s_2^2}{n_2}}}=\dfrac{1265-1225}{\sqrt{\dfrac{60 ^2}{200}+\dfrac{42^2}{200}}}=7.7238

Since it is observed that t=7.7238>1.6491=tc,t=7.7238>1.6491=t_c, it is then concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that population mean μ1\mu_1 is greater than μ2,\mu_2, at the 0.05 significance level.

Using the P-value approach: The p-value for the right-tailed test with df=359.842df=359.842 is p0,p\approx0, and since p=0<0.05=α,p=0<0.05=\alpha, it is concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that population mean μ1\mu_1 is greater than μ2,\mu_2, at the 0.05 significance level.

Therefore, there is enough evidence to claim that brands B is superior than brand A in equality at the 0.05 significance level.



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