Question #196240

An officer of a certain agency claims that the mean monthly income of a family that lives in a depressed area in a certain town is Php7.500.00. A group of researchers conducted a survey in that area and found out that the mean monthly income of 25 selected families is Php6,000.00 with a standard deviation of Php150.00. Test the claim that = Php7,500.00 at 0.01 level of significance


1
Expert's answer
2021-05-21T14:02:58-0400

Hypothesized Population Mean μ=7500\mu=7500 

Sample Standard Deviation s=150s=150

Sample Size n=25n=25

Sample Mean Xˉ=6000\bar{X}=6000

Significance Level α=0.01\alpha=0.01 


The following null and alternative hypotheses for the population proportion needs to be tested:

H0:μ=7500H_0:\mu=7500

H1:μ7500H_1:\mu\not=7500

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


Based on the information provided, the significance level is α=0.01,\alpha=0.01, and df=n1=24df=n-1=24 degrees of freedom. The critical value for a two-tailed test is tc=2.79694.t_c=2.79694. 

The rejection region for this left-tailed test is R={t:t>2.79694}.R=\{t:|t|>2.79694\}. 


The t-statistic is computed as follows:


t=Xˉμ0s/n=60007500150/25=50t=\dfrac{\bar{X}-\mu_0}{s/\sqrt{n}}=\dfrac{6000-7500}{150/\sqrt{25}}=-50



Since it is observed that t=50>2.79694=tc,|t|=50>2.79694=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 7500,7500, at the α=0.01\alpha=0.01 significance level.


Using the P-value approach: The p-value is p=0,p=0, and since p=0<0.01=α,p=0<0.01=\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 7500,7500, at the α=0.01\alpha=0.01 significance level.



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