Answer to Question #215968 in Statistics and Probability for Mohammad Hasan

Question #215968

A researcher claims that 10-year old children watch 6.6 hours of TV daily on average. You try to verify this for a sample of size 100 with mean 6.1 hours and standard deviation 2.5 hours. 


1
Expert's answer
2021-07-13T05:17:42-0400

The following null and alternative hypotheses need to be tested:

H0:μ=6.6H_0:\mu=6.6

H1:μ6.6H_1:\mu\not=6.6

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, df=n1=1001=99df=n-1=100-1=99 degrees of freedom and the critical value for a two-tailed test is tc=1.9842.t_c=1.9842.

The rejection region for this two-tailed test is R={t:t>1.9842}R=\{t: |t|>1.9842\}

The t-statistic is computed as follows:


t=xˉμs/n=6.16.62.5/100=2t=\dfrac{\bar{x}-\mu}{s/\sqrt{n}}=\dfrac{6.1-6.6}{2.5/\sqrt{100}}=-2

Since it is observed that t=2>1.9842=tc,|t|=2>1.9842=t_c, it is then concluded that the null hypothesis is rejected.


Using the P-value approach: The p-value for α=0.05,df=99\alpha=0.05, df=99 degrees of freedom, two-tailed, t=2t=-2 is p=0.04824,p=0.04824, and since p=0.04824<0.05=α,p=0.04824<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 6.6,6.6, at the α=0.05\alpha=0.05 significance level.



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