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 89% of children at risk. A concerted effort was made to remove lead from the environment. Now, suppose only 10% of children in the United States are at risk of high blood-lead levels. (a) In a random sample of 206 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.) Incorrect: Your answer is incorrect. (b) In a random sample of 206 children taken now, what is the probability that 50 or more have high blood-lead levels? (Round your answer to three decimal places.) Incorrect: Your answer is incorrect.
a)
X ~ Bin ( n , p)
Where n = 206 , p = 0.89
Mean = np = 206 * 0.89 = 183.34
Standard deviation = sqrt [ 206 * 0.89 ( 1 - 0.89) ] = 4.4908
Using normal approximation,
P(X < x) = P(Z < (x - mean) / SD )
With continuity correction,
P(X >= 50) = P(X > 49.5)
P ( X > 49.5 ) = P(Z > (49.5 - 183.34 ) / 4.4908 )
= P ( Z > -29.8 )
= 1 - P ( Z < -29.8 )
= 1 - 0
= 1
b)
X ~ Bin ( n , p)
Where n = 206 , p = 0.10
Mean = np = 206 * 0.10 = 20.6
Standard deviation = sqrt [ 206 * 0.20 ( 1 - 0.20) ] = 5.7411
Using normal approximation,
P(X < x) = P(Z < (x - mean) / SD )
With continuity correction,
P(X >= 50) = P(X > 49.5)
P ( X > 49.5 ) = P(Z > (49.5 - 20.6 ) / 4.3058 )
= P ( Z > 6.71 )
= 1 - P ( Z < 6.71 )
= 1 - 1
= 0