In: Statistics and Probability
According to a survey, 61% of murders committed last year were cleared by arrest or exceptional means. Fifty murders committed last year are randomly selected, and the number cleared by arrest or exceptional means is recorded. When technology is used, use the Tech Help button for further assistance.
(a) Find the probability that exactly 40 of the murders were cleared.
(b) Find the probability that between 36 and 38 of the murders, inclusive, were cleared.
(c) Would it be unusual if fewer than 20 of the murders were cleared? Why or why not?
Condition check for Normal Approximation to Binomial
n * P >= 10 = 50 * 0.61 = 30.5
n * (1 - P ) >= 10 = 50 * ( 1 - 0.61 ) = 19.5
Using Normal Approximation to Binomial
Mean = n * P = ( 50 * 0.61 ) = 30.5
Variance = n * P * Q = ( 50 * 0.61 * 0.39 ) = 11.895
Standard deviation = √(variance) = √(11.895) = 3.4489
Part a)
P ( X = 40 )
Using continuity correction
P ( n - 0.5 < X < n + 0.5 ) = P ( 40 - 0.5 < X < 40 +
0.5 ) = P ( 39.5 < X < 40.5 )
X ~ N ( µ = 30.5 , σ = 3.4489 )
P ( 39.5 < X < 40.5 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 39.5 - 30.5 ) / 3.4489
Z = 2.61
Z = ( 40.5 - 30.5 ) / 3.4489
Z = 2.9
P ( 2.61 < Z < 2.9 )
P ( 39.5 < X < 40.5 ) = P ( Z < 2.9 ) - P ( Z < 2.61
)
P ( 39.5 < X < 40.5 ) = 0.9981 - 0.9955
P ( 39.5 < X < 40.5 ) = 0.0027
Part b)
P ( 36 <= X <= 38 )
Using continuity correction
P ( n - 0.5 < X < n + 0.5 ) = P ( 36 - 0.5 < X < 38 +
0.5 ) = P ( 35.5 < X < 38.5 )
X ~ N ( µ = 30.5 , σ = 3.4489 )
P ( 35.5 < X < 38.5 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 35.5 - 30.5 ) / 3.4489
Z = 1.45
Z = ( 38.5 - 30.5 ) / 3.4489
Z = 2.32
P ( 1.45 < Z < 2.32 )
P ( 35.5 < X < 38.5 ) = P ( Z < 2.32 ) - P ( Z < 1.45
)
P ( 35.5 < X < 38.5 ) = 0.9898 - 0.9265
P ( 35.5 < X < 38.5 ) = 0.0634
Part c)
P ( X < 20 )
Using continuity correction
P ( X < n - 0.5 ) = P ( X < 20 - 0.5 ) = P ( X < 19.5
)
X ~ N ( µ = 30.5 , σ = 3.4489 )
P ( X < 19.5 )
Standardizing the value
Z = ( X - µ ) / σ
Z = ( 19.5 - 30.5 ) / 3.4489
Z = -3.19
P ( ( X - µ ) / σ ) < ( 19.5 - 30.5 ) / 3.4489 )
P ( X < 19.5 ) = P ( Z < -3.19 )
P ( X < 19.5 ) = 0.0007
Yes, the event is unusual, since the probability is less than 0.05.