In: Statistics and Probability
Two types of solutions, A and B, were tested for their pH (degree of acidity of the solution). Analysis of 6 samples of A showed a mean pH of 6.72 with a standard deviation of 0.024. Analysis of 5 samples of B showed a mean pH of 6.49 with a standard deviation of 0.032. Using a 0.05 significance level, determine whether the two types of solutions have different pH values.
Solution:
Given:
Type A solution:
Sample size = n1 = 6
Sample mean pH =
Sample standard deviation = s1 = 0.024
Type B solution:
Sample size = n2 = 6
Sample mean pH =
Sample standard deviation = s2 = 0.032
Significance level = 0.05
We have to test whether the two types of solutions have different pH values.
Step 1) State H0 and H1:
Vs
Step 2) Find test statistic value:
where
Thus
Step 3) t critical values:
df = n1 + n2 - 2 = 6 +5 - 2 = 9
Since this is two tailed test, we look for two tail area= Significance level = 0.05
t critical values = ( -2.262 , 2.262 )
Step 4) Decision Rule:
Reject null hypothesis H0, if absolute t test statistic value > t critical value = 2.262, otherwise we fail to reject H0
Since t test statistic value = > t critical value = 2.262, we reject null hypothesis H0.
Step 5) Conclusion:
At 0.05 significance level, we have sufficient evidence to conclude that the two types of solutions have different pH values.