Question #130481
A researcher wishes to test the claim of a particular cereal manufacturer that the mean weight of cereal in the boxes is less than 300g. A sample of 50 boxes yields a sample mean weight of 296g. Assume that the population standard deviation is 5g.



Can we conclude that the claim is true? Test at α = 0.05
Obtain a 95% confidence interval for μ.
1
Expert's answer
2020-08-25T11:05:24-0400

The provided sample mean is Xˉ=296\bar X = 296 and the known population standard deviation is σ=5, and the sample size is n = 50


1) Null and Alternative Hypotheses

Ho:μ=300H_{o}:\mu =300

Ha:μ<300H_{a}:\mu <300

This corresponds to a left-tailed test, for which a z-test for one mean, with known population standard deviation will be used.


2 .Test Statistics

The z-statistic is computed as follows:

z=Xmeanσnz=\frac{\overline{X}-mean}{\frac{\sigma }{\sqrt{n}}}

z=296300550z=\frac{296-300}{\frac{5 }{\sqrt{50}}} = −5.657


Using the P-value approach: P value is the value to the left of -5.657 . That is, the p-value is p = 0 and since p=0<0.05, it is concluded that the null hypothesis is rejected.

It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that the population mean μ is less than 300, at the 0.05 significance level.


confidence interval :


formula : [XZσn,X+Zσn][\overline{X}-\frac{Z^{*}*\sigma }{\sqrt{n}},\overline{X}+\frac{Z^{*}*\sigma }{\sqrt{n}}]

We need to construct the 95% confidence interval for the population mean μ. Using Z table or ti84, the critical value for α=0.05 is zc=z1α/2=1.96z_c = z_{1-\alpha/2} = 1.96 . The corresponding confidence interval is computed as shown below:

[2961.96550,296+1.96550][296-\frac{1.96*5 }{\sqrt{50}},296+\frac{1.96*5 }{\sqrt{50}}]

[ 294.614,297.386 ]


Therefore, based on the data provided, the 95% confidence interval for the population mean is 294.614<μ<297.386, which indicates that we are 95% confident that the true population mean μ is contained by the interval (294.614, 297.386)




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