In: Statistics and Probability
3. In the workbook on page 14, we solved the following
problem:
A new type of light bulb has been developed which is believed to
last longer than
ordinary light bulbs. To determine the average life of the new
light bulb, a random sample of
100 light bulbs was tested. The sample had a mean life of 1960
hours. Estimate the true mean
life of the new light bulb using a 97% confidence interval. State
your final conclusion using a
clear, complete sentence. Assume the population standard deviation
is 142 hours.
For the confidence interval we calculated in this workbook problem,
the confidence level
is 97%.
Using ZInterval on the calculator we found the 97% confidence
interval for the mean life
was 1929.2 to 1990.8 hours. Based on this sample, we are 97%
confident that the mean life
expectancy of all the new lightbulbs is between 1929.2 and 1990.8
hours.
The length of a confidence interval is (upper bound- lower bound).
For this
confidence interval, the length is (1990.8-1929.2) = 61.6
hours.
To find the Margin of Error, using the length of a confidence
interval, we use
EE = mmmmmmmmmmmm oooo eeeeeeeeee = llllnnnnnnnn oooo CCCC
22 . For this CI, EE = 61.6
2 = 30.8 hoooooooo.
To find the center of the CI, CCCCCCCCCCCC = (uuuuuuuuuu
bbbbbbbbbb+llllllllll bbbbbbbbbb)
2
. The center of this CI is
CCCCCCCCCCCC = uuuuuuuuuu bbbbbbbbbb+llllllllll bbbbbbbbbb
2 = 1990.8+1929.2
2 = 3920
2 = 1960 hoooooooo, which is the sample
mean. Remember every confidence interval for the population mean is
centered at the sample
mean.
(a) Now calculate confidence intervals for the mean expectancy of
all the new lightbulbs using
confidence levels of 90%, 92%, 94%, 98%, and 99%. Determine the
length, the margin of error
and center for each CI. I have filled in the information for the
97% confidence interval we
formed in the workbook.
Confidence level Confidence Interval Length of CI Margin of Error Center of CI
90%
92%
94%
97% 1929.2 to 1990.8 hours 61.6 hours 30.8
hours 1960 hours
98%
99%
(b) As the confidence level increases, what happens to the width of
the confidence interval? Use
clear, complete sentences to state and justify your answer.
(c) As the confidence level increases, what happens to the margin
of error? Use clear, complete
sentences to state and justify your answer.
(d) As the confidence level increases, what happens to the center
of the confidence interval? Use
clear, complete sentences to state and justify your
answer.
(a)
Standard error of mean = = 142 / = 14.2
Center of CI is always the sample mean
90% confidence interval
Z value for 90% confidence interval is 1.645
Margin of error = 1.645 * 14.2 = 23.359
90% confidence interval of average life of the new light bulb is,
(1960 - 23.4 , 1960 + 23.4)
(1936.6 , 1983.4)
Length of CI = 2 * Margin of error = 2 * 23.4 = 46.8
92% confidence interval
Z value for 92% confidence interval is 1.75
Margin of error = 1.75 * 14.2 = 24.9
92% confidence interval of average life of the new light bulb is,
(1960 - 24.9 , 1960 + 24.9)
(1935.1 , 1984.9)
Length of CI = 2 * Margin of error = 2 * 24.9 = 46.8
94% confidence interval
Z value for 94% confidence interval is 1.88
Margin of error = 1.88 * 14.2 = 26.7
94% confidence interval of average life of the new light bulb is,
(1960 - 26.7 , 1960 + 26.7)
(1933.3 , 1986.7 )
Length of CI = 2 * Margin of error = 2 * 26.7 = 46.8
98% confidence interval
Z value for 98% confidence interval is 2.326
Margin of error = 2.326 * 14.2 = 33.0
98% confidence interval of average life of the new light bulb is,
(1960 - 33.0 , 1960 + 33.0)
(1927 , 1993)
Length of CI = 2 * Margin of error = 2 * 33.0 = 66.0
99% confidence interval
Z value for 99% confidence interval is 2.576
Margin of error = 2.576 * 14.2 = 36.6
99% confidence interval of average life of the new light bulb is,
(1960 - 36.6 , 1960 + 36.6)
(1923.4 , 1996.6)
Length of CI = 2 * Margin of error = 2 * 36.6 = 73.2
Confidence level | Confidence Interval | Length of CI | Margin of Error | Center of CI |
90% | 1936.6 to 1983.4 hours | 46.8 hours | 23.4 hours | 1960 hours |
92% | 1935.1 to 1984.9 hours | 49.8 hours | 24.9 hours | 1960 hours |
94% | 1933.3 to 1986.7 hours | 53.4 hours | 26.7 hours | 1960 hours |
97% | 1929.2 to 1990.8 hours | 61.6 hours | 30.8 hours | 1960 hours |
98% | 1927 to 1993 hours | 66.0 hours | 33.0 hours | 1960 hours |
99% | 1923.4 to 1996.6 hours | 73.2 hours | 36.6 hours | 1960 hours |
(b)
From the table,
As the confidence level increases, the z score increases and
hence the width of the confidence interval increases.
(c)
From the table,
As the confidence level increases, the z score increases and
hence the margin of error increases.
(d)
From the table,
As the confidence level increases, the the center of the confidence interval is always same and is equal to the simple mean. This is because the average of lower and upper limit of confidence interval is sample mean.