Question #289796

The net weight of sample of bottles filled by two different machines produced by two different 

manufactures, are (in grams) Machine 1-5, 8, 7, 6, 9, 7 Machines 2-8, 10, 11, 9, 12, 14, 9 

At the 0.05 level is the mean might of the bottled filed by machine 2 are greater than the mean weight of 

the bottles filled by machine 1?


1
Expert's answer
2022-01-25T12:21:55-0500

n1=6n2=7n_1=6\\ n_2=7

The sample means for the two machines are given as,

x1ˉ=xn1=426=7x2ˉ=xn2=737=10.4286\bar{x_1}={\sum x\over n_1}={42\over6}=7\\\bar{x_2}={\sum x\over n_2}={73\over 7}=10.4286

The sample variances for both machines are derived using the following formula,

(xi2)(xi)2nini1{\sum(x_i^2)-{(\sum x_i)^2\over n_i}}\over n_i-1

Therefore,

s12=3042945=2s22=787761.296=4.2857s^2_1={304-294\over 5}=2\\s^2_2={787-761.29\over 6}=4.2857

The hypotheses tested are,

H0:μ1=μ2vsH1:μ1<μ2H_0:\mu_1=\mu_2\\vs\\H_1:\mu_1\lt\mu_2

To perform this test, we shall apply the student's t distribution since the population variance is unknown. We shall proceed as follows,

The test statistic is given as,

tc=(xˉ1xˉ2)s12n1+s22n2=(710.4286)26+4.28577=3.42857140.94557823=3.5259t_c={(\bar x_1-\bar x_2)\over \sqrt{{s_1^2\over n_1}+{s_2^2\over n_2}}}={(7-10.4286)\over\sqrt{{2\over6}+{4.2857\over 7}}}={-3.4285714\over\sqrt{ 0.94557823}}=-3.5259

tct_c is compared with the table value at α=0.05\alpha =0.05 with vv degrees of freedom. The number of degrees of freedom, vv is given as,

v=(s12n1+s22n2)2(s12n1)2n11+(s22n2)2n21v={({s_1^2\over n_1}+{s_2^2\over n_2})^2\over {({s_1^2\over n_1})^2\over n_1-1}+{({s_2^2\over n_2})^2\over n_2-1}}


v=0.9455782320.02222222+0.06247397=10.5511v={0.94557823^2\over 0.02222222+0.06247397}=10.55\approx 11

The table value is given by, tα,v=t0.05,11=1.796t_{\alpha, v}=t_{0.05, 11}=-1.796.

We reject the null hypothesis if, tc<t0.05,11t_c\lt t_{0.05,11}.

Since tc=3.5259<t0.05,11=1.796,t_c=-3.5259\lt t_{0.05,11}=-1.796, we reject the null hypothesis and conclude that there is sufficient evidence to show that the mean weight of bottles filled by machine 2 is greater than the mean weight of bottles filled by machine 1 at 5% level of significance.


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