Question #150168

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.

Where as 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
2020-12-14T18:49:05-0500

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.

Since the brand A and brand B are the different populations, 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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