In: Statistics and Probability
Data were collected on the amount that a sample of six moviegoers paid for two tickets with online service charges, large popcorn, and two medium soft drinks at a sample of six local cinemas:
$43.00 $33.75 $40.25 $35.05 $31.00 $36.15
Construct a 95% confidence interval estimate of the population mean price for two tickets with online service charges, large popcorn, and two medium soft drinks and answer the following questions:
a. i. What is the point estimate of the population mean? _____________
ii. What is the standard deviation? _____________
b. With 95% confidence, what is the margin of error for the estimation of the population mean?________
c. State the t value appropriate in this context. ____________
d. What is the 95% confidence interval for the population mean? _________________
e. Suppose a 99% confidence interval is required.
i. What is the t value in this context? ______________
ii. What is the margin of error for the estimation of the population mean? ________
Let X represent the data values.
We assume that the sample has been taken from a Normal Distribution (with unknown parameters)
The following table shows the calculations -
X (in $) |
X^2 |
|
43.00 |
1849 |
|
33.75 |
1139.0625 |
|
40.25 |
1620.0625 |
|
35.05 |
1228.5025 |
|
31.00 |
961 |
|
36.15 |
1306.8225 |
|
Total |
219.2 |
8104.45 |
Total number of observations, n = 6
Answer a:
Mean of X, = 219.2/6 = 36.5333
i. = 36.5333 is the point estimate of the population mean
ii. Standard Deviation, s’ = {((x^2) - n(^2)) / (n - 1)}^0.5 = 4.3899
Answer
b:
The Standard error of mean = s’ / (n^0.5) = 4.3899 / (6^0.5) =
1.7922
For 95% Confidence Interval, the value of = (100 - 95)% = 0.05
/ 2 = 0.025
The Critical / t - Value is t(0.025, 5) = 2.571
The Margin of Error for the estimation of the population mean = Critical value x Standard Error
= 2.571 x 1.7922 = 4.6077
Answer
c:
The Critical Value for 95% Interval is t(0.025, 5) =
2.571
Answer d:
To calculate 100(1 - )% confidence limits to the population mean --
The 95% confidence interval is –
(( - Margin of Error), ( + Margin of Error))
= ((36.5333 - 4.6077), (36.5333 + 4.6077)) = (31.9256, 41.141)
Answer
e:
The Standard Error of Mean = 1.7922
For 99% Confidence Interval, the value of = (100 - 99)% = 0.01
/ 2 = 0.005
The Critical / t - Value is t(0.005, 5) = 4.032
The Margin of Error for the estimation of the population mean = Critical value x Standard Error
= 4.032 x 1.7922 = 7.2262
(NOTE THAT: All the answers are rounded up to 4 decimal places)