In: Statistics and Probability
The management of a supermarket wanted to investigate if the male customers spend less money, on average, than the female customers. A sample of 25 male customers who shopped at this supermarket showed that they spent an average of $75 with a standard deviation of $17.50. Another sample of 20 female customers who shopped at the same supermarket showed that they spent an average of $89 with a standard deviation of $14.40. Assume that the amounts spent at this supermarket by all male and all female customers are normally distributed with equal but unknown population standard deviations.
a. Construct a 99% confidence interval for the difference between the mean amounts spent by all male and all female customers at this supermarket.
b. Using the 5% significance level, can you conclude that the mean amount spent by all male customers at this supermarket is less than all female customers?
Solution:
Given
n1= 25 sample size of male customers
n2= 20 sample size of female customers.
sample mean of male customers.
. Sample mean of female customers.
s1 = $ 17.50 sample standard deviations of male customers.
s2 = $ 14.40 sample standard deviations of female customers.
a) The 99% confidence interval for the difference between the mean amount spent by all male and female customers is
Where
At
from t table
( - 27.10055, -0.899446)
The 99% confidence interval for difference between the mean amount spent by all male and female customers is
( -27.10055, -0.899446)
b) To test the hypothesis
. Vs.
Test statistic
Where
t = - 2.880030
Test statistic t = -2.88
At
from t table.
The t critical value is = 1.681
Decision:
Reject Ho
Conclusion : Reject Ho, There is sufficient evidence to conclude that the mean amount spent by all male customers at this supermarket is less than all female customers.