A Management Association wishes to have information on the mean income of store
ID: 3159810 • Letter: A
Question
A Management Association wishes to have information on the mean income of store managers in the total network of the retail industry. A random sample of 25 managers reveals a sample mean of $45,200. The Standard deviation of this population is $2,050. a) What is the point estimate of the population mean? b) What is the reasonable range of value for the population mean? [That is- Find the confidence interval range?] c) How do you interpret the confidence interval range by taking for example 95 percent confidence level?
Explanation / Answer
a)
It is the sample mean,
X = 45200 [ANSWER]
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b)
Note that
Margin of Error E = z(alpha/2) * s / sqrt(n)
Lower Bound = X - z(alpha/2) * s / sqrt(n)
Upper Bound = X + z(alpha/2) * s / sqrt(n)
where
alpha/2 = (1 - confidence level)/2 = 0.025
X = sample mean = 45200
z(alpha/2) = critical z for the confidence interval = 1.959963985
s = sample standard deviation = 2050
n = sample size = 25
Thus,
Margin of Error E = 803.5852337
Lower bound = 44396.41477
Upper bound = 46003.58523
Thus, the confidence interval is
( 44396.41477 , 46003.58523 ) [ANSWER]
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c)
Hence, we are 95% confident that the true mean income of store managers in the total network of the retail industry is between $44396.41477 and $46003.58523. [CONCLUSION]
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Hi! In part b, in case you use t distirbution instead of z, here is the alternative solution:
Note that
Margin of Error E = t(alpha/2) * s / sqrt(n)
Lower Bound = X - t(alpha/2) * s / sqrt(n)
Upper Bound = X + t(alpha/2) * s / sqrt(n)
where
alpha/2 = (1 - confidence level)/2 = 0.025
X = sample mean = 45200
t(alpha/2) = critical t for the confidence interval = 2.063898562
s = sample standard deviation = 2050
n = sample size = 25
df = n - 1 = 24
Thus,
Margin of Error E = 846.1984103
Lower bound = 44353.80159
Upper bound = 46046.19841
Thus, the confidence interval is
( 44353.80159 , 46046.19841 ) [ALTERNATE ANSWER, B]
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