Solution to A certain book manufacturing company presents the time it takes for sheets from a press … - Sikademy
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Archangel Macsika

A certain book manufacturing company presents the time it takes for sheets from a press to be folded, gathered, sewn, tipped on end sheets, and bound. The following data represent samples of books of two book production companies and the processing time for these jobs. The processing time refers to the time in days starting from the time the books come off the press to the time they are packed in cartons. Assume the data values came from normally distributed populations with unequal variances and use 5% level of significance. Company 1 5.42 5.32 16.25 10.45 21.5 Company 2 9.46 11.36 16.62 12.6 15.5 18.7 10.75 14.2 Is there sufficient evidence to conclude that Company 1 is more efficient than Company 2 if the processing time is a measure of efficiency?

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Company 1

n_1=5\\\bar x_1={\sum x\over n_1}={ 58.94\over 5}=11.788\\s_1^2={\sum x^2-{(\sum x)^2\over n_1}\over n_1-1}={ 893.1938-694.78472\over4}=49.60227

Company 2

n_2=8\\\bar x_2={\sum x\over n_2}={ 109.19\over 8}=13.64875\\s_2^2={\sum x^2-{(\sum x)^2\over n_2}\over n_2-1}={ 1560.668-1490.30701\over7}=10.05157

Hypotheses,

H_0:\mu_1=\mu_2\\vs\\H_1:\mu_1\gt\mu_2


The test statistic is,

t_c={\bar x_1-\bar x_2\over \sqrt{{s_1^2\over n_1}+{s_2^2\over n_2}}}={11.788-13.64875\over \sqrt{{49.60227\over 5}+{10.05157\over8}}}={-1.85075\over 3.34318713}=-0.5566


The critical value is the t distribution table value at \alpha =0.05 with v degrees of freedom.

v={({49.60227\over 5}+{10.05157\over 8})^2\over ({49.60227\over5})^2+({10.05157\over8})^2}= 5.0313\approx 5

Now,

t_{\alpha, v}=t_{0.05,5}=2.015


Reject the null hypothesis if |t_c|\gt t_{0.05,5}


Since |t_c|=0.5536\lt t_{0.05,5}=2.015, we fail to reject the null hypothesis and conclude that there is no sufficient evidence to show that Company 1 is more efficient than Company 2 if the processing time is a measure of efficiency at 5% level of significance.


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Question ID: mtid-4-stid-46-sqid-2024-qpid-494