In: Math
The failure rate in a statistics class is 20%. In a class of 30 students, find the probability that exactly five students will fail. Use the normal distribution to approximate the binomial distribution.
Solution:
Given that,
P = 0.20
1 - P = 0.80
n = 30
Here, BIN ( n , P ) that is , BIN (30 , 0.20)
then,
n*p = 30 * 0.20 = 6 > 5
n(1- P) = 30 * 0.80 = 24 > 5
According to normal approximation binomial,
X Normal
Mean = = n*P = 6
Standard deviation = =n*p*(1-p) = 30 * 0.20 * 0.80 = 4.8
We using continuity correction factor
P(X = a) = P( a - 0.5 < X < a + 0.5)
P(4.5 < x < 5.5) = P((4.5 - 6)/ 4.8) < (x - ) / < (5.5 - 6) / 4.8) )
= P(-0.68 < z < -0.23)
= P(z < -0.23) - P(z < -0.68)
= 0.4090 - 0.2483
= 0.1608
The probability that exactly five students will fail is 0.1608