In: Math
The Wall Street Journal reported that 33% of taxpayers with adjusted gross incomes between $30,000 and $60,000 itemized deductions on their federal income tax return. The mean amount of deductions for this population of taxpayers was $17,190. Assume that the standard deviation is σ = $2,603. Use z-table.
a. What is the probability that a sample of taxpayers from this income group who have itemized deductions will show a sample mean within $166 of the population mean for each of the following sample sizes: 30, 50, 100, and 400? Round your answers to four decimals.
b. What is the advantage of a larger sample size when attempting to estimate the population mean? Round your answers to four decimals.
A larger sample Select your answer - V the probability that the sample mean will be within a specified distance of the population mean. In the automobile insurance example, the probability of being within ±166 of μ ranges from for a sample of size 30 to _______ for a sample of size 400.
Given,
Mean = 17190
Standard deviation = 2603
a)
i)
sample n = 30
P(u-166 < xbar < u+166) = P(-166/(2603/sqrt(30)) < z < 166/(2603/sqrt(30)))
= P(-0.35 < z < 0.35)
= P(z < 0.35) - P(z < - 0.35)
= 0.6368307 - 0.3631693 [since from z table]
= 0.2737
ii)
sample n = 50
P(u-166 < xbar < u+166) = P(-166/(2603/sqrt(50)) < z < 166/(2603/sqrt(50)))
= P(- 0.45 < z < 0.45)
= P(z < 0.45) - P(z < - 0.45)
= 0.6736447 - 0.3263552 [since from z table]
= 0.3473
iii)
n = 100
P(u-166 < xbar < u+166) = P(-166/(2603/sqrt(100)) < z < 166/(2603/sqrt(100)))
= P(- 0.64 < z < 0.64)
= P(z < 0.64) - P(z < - 0.64)
= 0.7389137 - 0.2610863 [since from z table]
= 0.4778
(iv)
n = 400
P(u-166 < xbar < u+166) = P(-166/(2603/sqrt(400)) < z < 166/(2603/sqrt(400)))
= P(- 1.28 < z < 1.28)
= P(z < 1.28) - P(z < - 1.28)
= 0.8997274 - 0.1002726 [since from z table]
= 0.7995
b)
Here the larger sample the probability that the sample mean will be within a specified distance of the population mean. In the automobile insurance example, the probability of being within +/- 166 of ranges from 0.2737 for a sample of size 30 to 0.7995 for a sample of size 400.