In: Statistics and Probability
A medical researcher wants to compare the pulse rates of smokers and non-smokers. He believes that the pulse rate for smokers and non-smokers is different and wants to test this claim at the 0.02 level of significance. The researcher checks 79 smokers and finds that they have a mean pulse rate of 87, and 75 non-smokers have a mean pulse rate of 83. The standard deviation of the pulse rates is found to be 6 for smokers and 6 for non-smokers. Let μ1 be the true mean pulse rate for smokers and μ2 be the true mean pulse rate for non-smokers.
Step 1 of 4 :
State the null and alternative hypotheses for the test.
Step 2 of 4:
Compute the value of the test statistic. Round your answer to two decimal places.
Step 3 of 4:
Determine the decision rule for rejecting the null hypothesis H0. Round the numerical portion of your answer to three decimal places.
Step 4 of 4:
Make the decision for the hypothesis test.
Solution:
Here, we have to use two sample t test for difference between two population means by assuming equal population variances.
Null hypothesis: H0: The pulse rate for smokers and non-smokers is same.
Alternative hypothesis: Ha: The pulse rate for smokers and non-smokers is different.
H0: µ1 = µ2 versus Ha: µ1 ≠ µ2
This is a two tailed test.
Test statistic formula for pooled variance t test is given as below:
t = (X1bar – X2bar) / sqrt[Sp2*((1/n1)+(1/n2))]
Where Sp2 is pooled variance
Sp2 = [(n1 – 1)*S1^2 + (n2 – 1)*S2^2]/(n1 + n2 – 2)
We are given
X1bar = 87
X2bar = 83
S1 = 6
S2 = 6
n1 = 79
n2 = 75
df = n1 + n2 – 2 = 79 + 75 – 2 =
α = 0.02
Critical value = - 2.3511 and 2.3511
(by using t-table)
Sp2 = [(n1 – 1)*S1^2 + (n2 – 1)*S2^2]/(n1 + n2 – 2)
Sp2 = [(79 – 1)*6^2 + (75 – 1)*6^2]/(79 + 75 – 2)
Sp2 =36
t = (X1bar – X2bar) / sqrt[Sp2*((1/n1)+(1/n2))]
t = (87 – 83) / sqrt[36*((1/79)+(1/75))]
t = 4/0.9673
t = 4.1352
Test statistic = t = 4.1352
P-value = 0.0001
(by using t-table or excel)
P-value < α = 0.02
So, we reject the null hypothesis
There is sufficient evidence to conclude that the pulse rate for smokers and non-smokers is different.