Math  /  Data & Statistics

QuestioniClicker Question Systolic blood pressures of healthy adults follow a normal distribution. We would like to conduct a hypothesis test at the 5%5 \% level of significance to determine if the true mean systolic blood pressure of healthy adults is greater than 120 . We take a random sample of 25 healthy adults. The sample mean systolic blood pressure is calculated to be 122 and the sample standard deviation is calculated to be 7.8. The P -value and conclusion of the appropriate test of significance are, respectively: (A) between 0.05 and 0.10 , fail to reject H0\mathrm{H}_{0}. (B) between 0.10 and 0.15 , reject H0\mathrm{H}_{0}. (C) between 0.10 and 0.15 , fail to reject H0\mathrm{H}_{0}. (D) between 0.15 and 0.20 , reject H0\mathrm{H}_{0}. (E) between 0.15 and 0.20 , fail to H0\mathrm{H}_{0}.

Studdy Solution

STEP 1

1. The population of systolic blood pressures follows a normal distribution.
2. We are conducting a one-sample t-test.
3. The null hypothesis H0 H_0 is that the mean systolic blood pressure is 120.
4. The alternative hypothesis Ha H_a is that the mean systolic blood pressure is greater than 120.
5. The level of significance is α=0.05 \alpha = 0.05 .

STEP 2

1. State the hypotheses.
2. Calculate the test statistic.
3. Determine the P-value.
4. Compare the P-value to the significance level and make a conclusion.

STEP 3

State the null and alternative hypotheses:
\[ H_0: \mu = 120 $
\[ H_a: \mu > 120 $

STEP 4

Calculate the test statistic using the formula for a one-sample t-test:
t=xˉμ0s/nt = \frac{\bar{x} - \mu_0}{s/\sqrt{n}}
where xˉ=122 \bar{x} = 122 , μ0=120 \mu_0 = 120 , s=7.8 s = 7.8 , and n=25 n = 25 .
t=1221207.8/25=21.561.282t = \frac{122 - 120}{7.8/\sqrt{25}} = \frac{2}{1.56} \approx 1.282

STEP 5

Determine the P-value for the calculated t-statistic with n1=24 n-1 = 24 degrees of freedom.
Using a t-distribution table or calculator, find the P-value for t=1.282 t = 1.282 .
The P-value is between 0.10 and 0.15.

STEP 6

Compare the P-value to the significance level α=0.05 \alpha = 0.05 .
Since the P-value (between 0.10 and 0.15) is greater than 0.05, we fail to reject the null hypothesis H0 H_0 .
The P-value and conclusion of the test are:
(C) between 0.10 and 0.15, fail to reject H0. \text{(C) between 0.10 and 0.15, fail to reject } H_0.

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