In: Statistics and Probability
n the following problem, check that it is appropriate to use the
normal approximation to the binomial. Then use the normal
distribution to estimate the requested probabilities.
Do you try to pad an insurance claim to cover your deductible?
About 40% of all U.S. adults will try to pad their insurance
claims! Suppose that you are the director of an insurance
adjustment office. Your office has just received 120 insurance
claims to be processed in the next few days. Find the following
probabilities. (Round your answers to four decimal places.)
(a) half or more of the claims have been padded
(b) fewer than 45 of the claims have been padded
(c) from 40 to 64 of the claims have been padded
(d) more than 80 of the claims have not been padded
Mean = n * P = ( 120 * 0.4 ) = 48
Variance = n * P * Q = ( 120 * 0.4 * 0.6 ) = 28.8
Standard deviation =
= 5.3666
Part a)
P ( X >= 60 )
Using continuity correction
P ( X > n - 0.5 ) = P ( X > 60 - 0.5 ) =P ( X > 59.5 )
P ( X > 59.5 ) = 1 - P ( X < 59.5 )
Standardizing the value
Z = ( 59.5 - 48 ) / 5.3666
Z = 2.14
P ( Z > 2.14 )
P ( X > 59.5 ) = 1 - P ( Z < 2.14 )
P ( X > 59.5 ) = 1 - 0.9838
P ( X > 59.5 ) = 0.0162
Part b)
P ( X < 45 )
Using continuity correction
P ( X < n - 0.5 ) = P ( X < 45 - 0.5 ) = P ( X < 44.5
)
P ( X < 44.5 )
Standardizing the value
Z = ( 44.5 - 48 ) / 5.3666
Z = -0.65
P ( X < 44.5 ) = P ( Z < -0.65 )
P ( X < 44.5 ) = 0.2578
Part c)
P ( 40 < X < 64 )
Using continuity correction
P ( n + 0.5 < X < n - 0.5 ) = P ( 40 + 0.5 < X < 64 -
0.5 ) = P ( 40.5 < X < 63.5 )
P ( 40.5 < X < 63.5 )
Standardizing the value
Z = ( 40.5 - 48 ) / 5.3666
Z = -1.4
Z = ( 63.5 - 48 ) / 5.3666
Z = 2.89
P ( -1.4 < Z < 2.89 )
P ( 40.5 < X < 63.5 ) = P ( Z < 2.89 ) - P ( Z < -1.4
)
P ( 40.5 < X < 63.5 ) = 0.9981 - 0.0811
P ( 40.5 < X < 63.5 ) = 0.9169
Part d)
Mean = n * P = ( 120 * 0.6 ) = 72
Variance = n * P * Q = ( 120 * 0.6 * 0.4 ) = 28.8
Standard deviation =
= 5.3666
P ( X > 80 )
Using continuity correction
P ( X > n + 0.5 ) = P ( X > 80 + 0.5 ) = P ( X > 80.5
)
P ( X > 80.5 ) = 1 - P ( X < 80.5 )
Standardizing the value
Z = ( 80.5 - 72 ) / 5.3666
Z = 1.58
P ( Z > 1.58 )
P ( X > 80.5 ) = 1 - P ( Z < 1.58 )
P ( X > 80.5 ) = 1 - 0.9429
P ( X > 80.5 ) = 0.0571