In: Statistics and Probability
In a study, researchers wanted to measure the effect of alcohol on the hippocampal region, the portion of the brain responsible for long-term memory storage, in adolescents. The researchers randomly selected 10 adolescents with alcohol use disorders to determine whether the hippocampal volumes in the alcoholic adolescents were less than the normal volume of 9.02 cm cubed. An analysis of the sample data revealed that the hippocampal volume is approximately normal with no outliers and x overbarequals8.11 cm cubed and sequals0.8 cm cubed. Conduct the appropriate test at the alpha=0.01 level of significance.
State the null and alternative hypotheses.
Upper H 0: (Type integers or decimals. Do not round.)
Identify the t-statistic. (Round to two decimal places as needed.)
Identify the P-value. (Round to three decimal places as needed.)
Make a conclusion regarding the hypothesis.
Solution:
We have to test whether the hippocampal volumes in the alcoholic adolescents were less than the normal volume of 9.02 cm cubed.
Sample size = n = 10
Sample mean =
Sample Standard deviation = s = 0.8
level of significance = 0.01
Step 1) State the null and alternative hypotheses.
vs ( this is left tailed test)
Step 2) Identify the t-statistic.
Step 3) P-value:
Use following steps in TI 84:
Press STAT and select TESTS
Under TESTS, select TTest
Select Stats
Under Stats , enter numbers
Click on Calculate and press Enter
Here we get both t test statistic value as well as P-value:
p = 0.002887 = 0.003
thus
P-value = 0.003
We can excel also:
=T.DIST(t,df,cumulative)
where df = n -1 = 10 - 1 = 9
thus
=T.DIST(-3.60,9,TRUE)
=0.0028742
=0.003
Thus P-value = 0.003
Step 4) Make a conclusion regarding the hypothesis.
Decision Rule:
Reject null hypothesis H0, if P-value < 0.01 level of
significance, otherwise we fail to reject H0
Since P-value = 0.003 < 0.01 level of significance, we reject null hypothesis H0.
Thus at 0.01 level of significance, we have sufficient evidence to conclude that: the hippocampal volumes in the alcoholic adolescents were less than the normal volume of 9.02 cm cubed.