In: Statistics and Probability
The mean amount purchased by each customer at Churchill’s Grocery Store is $28 with a standard deviation of $7. The population is positively skewed. For a sample of 49 customers, answer the following questions:
a. What is the likelihood the sample mean is at least $29? (Round the z-value to 2 decimal places and the final answer to 4 decimal places.)
Sample mean
b. What is the likelihood the sample mean is greater than $26 but less than $29? (Round the z-value to 2 decimal places and the final answer to 4 decimal places.)
Sample mean
c. Within what limits will 95% of the sample means occur? (Round the final answers to 2 decimal places.)
Sample mean and
Solution:
Given:
The mean amount purchased by each customer at Churchill’s Grocery Store is $28 with a standard deviation of $7.
That is: Mean = and standard deviation =
The population is positively skewed.
Sample size = n = 49
Part a) What is the likelihood the sample mean is at least $29?
Sample mean =
We have to find:
Since sample size = n = 49 > 30 , we can assume large sample and hence applying central limit theorem, sampling distribution of sample mean is approximately Normal with mean of sample means is:
and standard deviation of sample means is:
Now find z score for sample mean=
z score formula is:
Thus we get:
Look in z table for z = 1.0 and 0.00 and find area.
From z table , we get:
P( Z < 1.00) = 0.8413
Thus
Part b) What is the likelihood the sample mean is greater than $26 but less than $29?
Sample mean = and
Thus we have to find:
z score:
Thus we get:
We have:
P( Z < 1.00) = 0.8413
Now look for z = -2.0 and 0.00 and find area.
P( Z < -2.00) = 0.0228
Thus we get:
Part c) Within what limits will 95% of the sample means occur?
First find z scores for middle 95% area.
Find Area = ( 1 + c ) / 2 = ( 1 + 0.95) /2 = 1.95 / 2 = 0.9750
Look in z table for Area = 0.9750 or its closest area and find z value.
Area = 0.9750 corresponds to 1.9 and 0.06 , thus z critical value = 1.96
That is : z = 1.96
Since we have middle 95% area , so z value for left tail would be -1.96 and z value for right tail = 1.96
Now use following formula:
and
Thus we get: Sample means to .