In: Statistics and Probability
With the growing emphasis on technology and the changing business environment, many workers are discovering that training such as re-education, skill development, and personal growth is of great assistance in the job marketplace. A Gallup survey found that 80% of Generation Xers considered the availability of company-sponsored training as a factor to weigh in taking a job. If 50 Generation Xers are randomly sampled, what is the probability that fewer than 35 consider the availability of company-sponsored training as a factor to weigh in taking a job? What is the expected number? What is the probability that between 42 and 47 (inclusive) consider the availability of company-sponsored training as a factor to weigh in taking a job?
n = number of generation Xers are randomly selected = 50
p = P ( Generation Xers considered the availability of company sponsored training as a factor to weigh in taking a job) = 0.80
Consider the random variable X as
X : Number of Generation Xers considered the availability of company sponsored training as a factor to weigh in taking a job
The probability distribution of random variable X is binomial with parameter n = 50 and p = 0.80
X ~ Bin ( n = 50, p = 0.80)
E(X) = np = 50 * 0.80 = 40 and Var(X) = n*p * (1-p) = 50 * 0.80 *0.20 = 8
SD(X) =sqrt(8) = 2.8284
Since n is large and p is not small.
Using Normal approximation to binomial distribution
Z = ( X- E(X) ) / SD(X) ~ N(0,1).
i) Required Probability = P ( X < 35 )
Using Normal approximation to binomial distribution
= P ( Z < -1.7678)
From normal probability table
P(Z < -1.7678) = 0.0386
P( Fewer than 35 considered the availability of company sponsored training as a factor to weigh in taking a job) = 0.0386
ii) Required Probability =
= P ( 0.7071 < Z < 2.4749)
= P ( Z < 2.4749) - P ( Z < 0.7071)
from normal probability table
= 0.9933 - 0.7602
=0.2331
P( between 42 and 47 (inclusive) considered the availability of company sponsored training as a factor to weigh in taking a job) = 0.2331