Question #212720

A psychologist wanted to test the belief that eating fish makes one smarter. she took a random sample of 12 persons took them through a fish oil supplement for one year and then assessed their IQ. her results were as follows 116,111,101,120,99,94,106,115,107,101,110,92. test at 5% the hypothesis that the fish oil supplement made a significant increase in the average IQ. The average IQ is expected to be 100.


Expert's answer

mean=xˉ=112(116+111+101+120+99mean =\bar{x}=\dfrac{1}{12}(116+111+101+120+99

+94+106+115+107+101+110+92)=106+94+106+115+107+101+110+92)=106

Variance=s2=112−1((116−106)2Variance=s^2=\dfrac{1}{12-1}((116-106)^2

+(111−106)2+(101−106)2+(120−106)2+(111-106)^2+(101-106)^2+(120-106)^2

+(99−106)2+(94−106)2+(106−106)2+(99-106)^2+(94-106)^2+(106-106)^2

+(115−106)2+(107−106)2+(101−106)2+(115-106)^2+(107-106)^2+(101-106)^2

+(110−106)2+(92−106)2)=78+(110-106)^2+(92-106)^2)=78

s=s2=78≈8.83176s=\sqrt{s^2}=\sqrt{78}\approx8.83176

The following null and alternative hypotheses need to be tested:

H0:μ≤100H_0:\mu\leq100

H1:μ>100H_1:\mu>100

This corresponds to a right-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=n−1=12−1=11df=n-1=12-1=11 degrees of freedom, and the critical value for a right-tailed test is tc=1.795885.t_c=1.795885.

The rejection region for this right-tailed test isR={t:t>1.795885}.R=\{t:t>1.795885\}.

The t-statistic is computed as follows:

t=xˉ−μs/n=106−1008.83176/11t=\dfrac{\bar{x}-\mu}{s/\sqrt{n}}=\dfrac{106-100}{8.83176/\sqrt{11}}

≈2.353394\approx2.353394

Since it is observed that t=2.353394>1.795885=tc,t=2.353394>1.795885=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=11,\alpha=0.05, df=11, t=2.353394,t=2.353394, right-tailed is p=0.019129,p=0.019129, and since p=0.019129<0.05=α,p=0.019129<0.05=\alpha, t is concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that the population mean μ\mu

is greater than 100,100, at the α=0.05\alpha=0.05 significance level.



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