In: Statistics and Probability
A new cream that advertises that it can reduce wrinkles and improve skin was subject to a recent study. A sample of 54 women over the age of 50 used the new cream for 6 months. Of those 54 women, 37 of them reported skin improvement(as judged by a dermatologist). Is this evidence that the cream will improve the skin of more than 40% of women over the age of 50? Test using α=0.05.
Null hypothesis
H0: P= 0.40
Alternative hypothesis
H1: P > 0.40
We have for given example,
Population proportion value is =0.4
x=37
n=54
Level of significance = 0.05
Estimate for sample proportion = 0.6852
Z test statistic formula for proportion
P value is approximately 0 ..........................by using Excel command =1-NORMSDIST(4.28) or by using Z table.
P value is < 0.05
Therefore, we reject H0.
Conclusion: We have sufficient evidence to say that, the cream will improve the skin of more than 40% of women over the age of 50