In: Statistics and Probability
sted below are speeds (mi/h) measured from traffic on a busy highway. This simple random sample was obtained at 3:30 P.M. on a weekday. Use the sample data to construct
aa
98%
confidence interval estimate of the population standard deviation.
6161 |
6464 |
6464 |
5757 |
6464 |
5454 |
6060 |
5959 |
6060 |
7070 |
6262 |
6868 |
Question
The confidence interval estimate is
mi/h ___<σ< ___mi/h.
(Round to one decimal place as needed.)
Does the confidence interval describe the standard deviation for all times during the week? Choose the correct answer below.
A.
Yes. The confidence interval describes the standard deviation for all times during the week.
B.
No. The confidence interval is an estimate of the standard deviation of the population of speeds at 3:30 on a weekday, not other times.
Confidence Interval Formula for σ is as follows:
Square Root((n - 1)s^2/χ^2α/2) < σ < Square Root((n-1)s^2/χ^21 - α/2)
where: (n - 1) = Degrees of Freedom, s^2 = sample variance and α = 1 - Confidence Percentage
STEP1: First find degrees of freedom:
Degrees of Freedom = n - 1
Degrees of Freedom = 12 - 1
Degrees of Freedom = 11
STEP 2: Calculate α:
α = 1 - confidence%
α = 1 - 0.98
α = 0.02
STEP 3: Find low end confidence interval value:
αlow end = α/2
αlow end = 0.02/2
αlow end = 0.01
Find low end χ2 value for 0.01 χ^2(0.01) = 24.725 <--- Value can be found on Excel using =CHIINV(0.01,11)
STEP 5: Calculate low end confidence interval total
: Low End = Square Root((n - 1)s^2/χ^2(α/2))
Low End = √(11)(19.90)/24.725)
Low End = √218.9/24.725
Low End = √8.8533872598584
Low End = 2.9755
STEP 6: Find high end confidence interval value:
αhigh end = 1 - α/2
αhigh end = 1 - 0.02/2
αhigh end = 0.99
Find high end χ2 value for 0.99 χ^2(0.99) = 3.0535 <--- Value can be found on Excel using =CHIINV(0.99,11)
STEP7: Calculate high end confidence interval total:
High End = Square Root((n - 1)s^2/χ^2(1 - α/2))
High End = √(11)(19.90)/3.0535)
High End = √218.9/3.0535
High End = √71.688226625184
High End = 8.4669
Now our interval 3.0 < σ < 8.5 <---- This is our 98% confidence interval
No. The confidence interval is an estimate of the standard deviation of the population of speeds at 3:30 on a weekday, not other times.