In: Statistics and Probability
Dottie's Tax Service specializes in federal tax returns for professional clients, such as physicians, dentists, accountants, and lawyers. A recent audit by the IRS of the returns she prepared indicated that an error was made on 15% of the returns she prepared last year. Assuming this rate continues into this year and she prepares 52 returns, what is the probability that she makes errors on:
More than 8 returns? (Round your z-score computation to 2 decimal places and final answer to 4 decimal places.)
At least 8 returns? (Round your z-score computation to 2 decimal places and final answer to 4 decimal places.)
Exactly 8 returns? (Round your z-score computation to 2 decimal places and final answer to 4 decimal places.)
Solution:
What is the probability that she makes errors on More than 8 returns?
We are given n = 52, p = 0.15, q = 1 – p = 1 – 0.15 = 0.85
np = 52*0.15 = 7.8
nq = 52*0.85 = 44.2
np and nq > 5, so we can use normal approximation.
Mean = np = 52*0.15 = 7.8
SD = sqrt(npq) =sqrt(52*0.15*0.85) = 2.574879
Here, we have to find P(X>8)
P(X>8) ≈ P(X>8.5) (by using continuity correction)
P(X>8.5) = 1 – P(X<8.5)
Z = (X – mean) / SD
Z = (8.5 - 7.8) / 2.574879
Z = 0.27186
Z = 0.27
P(Z<0.27) = P(X<8.5) = 0.6064
(by using z-table)
P(X>8.5) = 1 – P(X<8.5)
P(X>8.5) = 1 – 0.6064
P(X>8.5) = 0.3936
Required probability = 0.3936
What is the probability that she makes errors on at least 8 returns?
Here, we have to find P(X≥8)
P(X≥8) = P(X>7.5) (by using continuity correction)
P(X>7.5) = 1 – P(X<7.5)
Z = (X – mean) / SD
Z = (7.5 - 7.8) / 2.574879
Z = -0.1165
Z = -0.12
P(Z<-0.12) = P(X<7.5) = 0.4522
(by using z-table)
P(X>7.5) = 1 – P(X<7.5)
P(X>7.5) = 1 – 0.4522
P(X>7.5) = 0.5478
Required probability = 0.5478
What is the probability that she makes errors on exactly 8 returns?
Here, we have to find P(X=8)
P(X=8) = P(7.5<X<8.5)
(by using continuity correction)
P(7.5<X<8.5) = P(X<8.5) – P(X<7.5)
From part a and b, we have
P(Z<0.27) = P(X<8.5) = 0.6064
P(Z<-0.12) = P(X<7.5) = 0.4522
P(7.5<X<8.5) = P(X<8.5) – P(X<7.5)
P(7.5<X<8.5) = 0.6064 - 0.4522
P(7.5<X<8.5) = 0.1542
Required probability = 0.1542