In: Statistics and Probability
In 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.
More than a decade ago, high levels of lead in the blood put 90% of
children at risk. A concerted effort was made to remove lead from
the environment. Now, suppose only 8% of children in the United
States are at risk of high blood-lead levels.
(a) In a random sample of 216 children taken more than a decade
ago, what is the probability that 50 or more had high blood-lead
levels? (Round your answer to three decimal places.)
(b) In a random sample of 216 children taken now, what is the
probability that 50 or more have high blood-lead levels? (Round
your answer to three decimal places.)
a)
n= | 216 | p= | 0.9000 |
since np and n(1-p) both are greater than 10, we can use normal approximation of binomial distribution:
here mean of distribution=μ=np= | 194.40 | |
and standard deviation σ=sqrt(np(1-p))= | 4.41 | |
for normal distribution z score =(X-μ)/σx |
therefore from normal approximation of binomial distribution and continuity correction: |
probability that 50 or more had high blood-lead levels:
probability =P(X>49.5)=P(Z>(49.5-194.4)/4.409)=P(Z>-32.86)=1-P(Z<-32.86)=1-0=1.0000 |
b)
n= | 216 | p= | 0.0800 |
since np and n(1-p) both are greater than 10, we can use normal approximation of binomial distribution:
here mean of distribution=μ=np= | 17.28 | |
and standard deviation σ=sqrt(np(1-p))= | 3.99 | |
for normal distribution z score =(X-μ)/σx |
probability that 50 or more have high blood-lead levels
probability =P(X>49.5)=P(Z>(49.5-17.28)/3.987)=P(Z>8.08)=1-P(Z<8.08)=1-1=0.0000 |