In: Statistics and Probability
Question 1: A survey conducted by the AAA showed that a family of four spends an average of $215.60 per day while on vacation. Suppose a sample of 64 families of four vacationing at Niagara Falls resulted in a sample mean of $252.45 per day and standard deviation of $74.50.
Part a
Confidence interval for Population mean is given as below:
Confidence interval = Xbar ± t*S/sqrt(n)
We are given
Xbar = 252.45
S = 74.5
n = 64
df = n – 1 = 64 – 1 = 63
Confidence level = 90%
Critical t value = 1.6694
(by using t-table or excel)
Confidence interval = Xbar ± t*S/sqrt(n)
Confidence interval = 252.45 ± 1.6694*74.5/sqrt(64)
Confidence interval = 252.45 ± 1.6694*9.3125
Confidence interval = 252.45 ± 15.5463
Lower limit = 252.45 - 15.5463 = 236.90
Upper limit = 252.45 + 15.5463 = 268.00
WE are 90% confident that the family of four average spends will lies within $236.90 and $268.00.
Part b
Yes, we have to assume spending is normally distributed because the use of t or z distribution is depends on the nature of population distribution.
Part c
If we increase the confidence from 90% to 95%, the confidence interval in part a will becomes as below:
Confidence interval = Xbar ± t*S/sqrt(n)
We are given
Xbar = 252.45
S = 74.5
n = 64
df = n – 1 = 64 – 1 = 63
Confidence level = 95%
Critical t value = 1.9983
(by using t-table or excel)
Confidence interval = Xbar ± t*S/sqrt(n)
Confidence interval = 252.45 ± 1.9983*74.5/sqrt(64)
Confidence interval = 252.45 ± 1.9983*9.3125
Confidence interval = 252.45 ± 18.6095
Lower limit = 252.45 - 18.6095 = 233.84
Upper limit = 252.45 + 18.6095 = 271.06
This means, if we increase the confidence level, the width of the confidence interval also increases.
Part d
Here, we have to use n = 300 instead of 64 for the part a.
Confidence interval = Xbar ± t*S/sqrt(n)
We are given
Xbar = 252.45
S = 74.5
n = 300
df = n – 1 = 300 – 1 = 299
Confidence level = 90%
Critical t value = 1.65
(by using t-table or excel)
Confidence interval = Xbar ± t*S/sqrt(n)
Confidence interval = 252.45 ± 1.65*74.5/sqrt(300)
Confidence interval = 252.45 ± 1.65* 4.301259505
Confidence interval = 252.45 ± 7.0969
Lower limit = 252.45 - 7.0969= 245.35
Upper limit = 252.45 + 7.0969= 259.55
This means, as we increase the sample size, the width of the confidence interval decreases.
Part e
From part a, we are 90% confident that the family of four average spends will lies within $236.90 and $268.00. The value $215.60 is not lies within this interval. So, it does not appear that the population mean amount spent per day by families visiting Niagara Falls differs from the mean reported by the AAA.