Question #207959

An association of city mayons conducted a study to determine the average number of times a family went to buy necessities in a week. They found that the mean is 4 times in a week. A random a standard deviation of 2 use 5% significance level to test that the population mean is not equal to 5 assume that the population is normally distributed.


Expert's answer

The following null and alternative hypotheses need to be tested:

μ=5\mu=5

μ≠5\mu\not=5

This corresponds to a two-tailed test, for which a t-test for one mean, with unknown population standard deviation, using the sample standard deviation, will be used.

Based on the information provided, the significance level is α=0.05\alpha=0.05 and df=n−1=40−1=39df=n-1=40-1=39 degrees of freedom, and the critical value for a two-tailed test is tc=2.022691.t_c=2.022691.

The rejection region for this two-tailed test is R={t:∣t∣>2.022691}.R=\{t: |t|>2.022691\}.

The t-statistic is computed as follows:


t=xˉ−μs/n=4−52/40=−3.162278t=\dfrac{\bar{x}-\mu}{s/\sqrt{n}}=\dfrac{4-5}{2/\sqrt{40}}=-3.162278

Since it is observed that ∣t∣=3.162275>2.022691=tc,|t|=3.162275>2.022691=t_c, it is then concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that the population mean μ\mu is different than 5,5, at the α=0.05\alpha=0.05 significance level.

Using the P-value approach: The p-value for two-tailed, α=0.05,df=39,\alpha=0.05, df=39,

t=−3.162278,t=-3.162278, is p=0.003027,p=0.003027, and since p=0.003027<0.05=α,p=0.003027<0.05=\alpha, it is concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that the population mean μ\mu is different than 5,5, at the α=0.05\alpha=0.05 significance level.



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