Lesson 6 The Normal Distribution as an Approximation to the Binomial Distribution Suppose a Survey I received requested my email address, was sent to 60,000 people, and the Percentage of surveys returned with an email address was 2.5%. Suppose the true goal of the Survey was to get at least 1500 email addresses to be used for marketing purposes. What is the probability of getting at least 1500 email addresses? np= (60,000)(0.025) = 1,500 >5 u= 1,500 nq= (60,000) (1 - .025)= 58,500 >5 sigma= [(60,000)(0.025)(.975)]^.5 = 38.2426 z= (x - u)/sigma = (1500 - 1500) / 38.2426 = 0 = z This is for an area of 0.50, so the probability of finding “at least 1500 successes” among 60,000 trials is 1 - 0.50 = 0.50 With Acceptance Sampling, a sample of items is randomly selected, and the entire batch is either accepted or rejected, depending on the results. Company XYZ has manufactured a large batch of backup power supply units for PC’s, and 7.9 % of them are defective. If the acceptance sampling plan is to randomly select 82 units and accept the whole batch if at most 4 units are defective, what is the probability that the entire batch will be accepted? np = (82)(.079)= 6.478 nq = (82)(1-0.079)= 75.522 np and nq 5 A np 6.478 Sigma= (npq)^.5 = [(82)(.079)(1-.079)]^.5 = 2.4426 z =(4.5 – 6.478)/ 2.4426 = -0.8098 Z = -0.8098 is for an area of 0.2147, so the probability that the entire batch will be accepted if at most 4 units are defective is P (z -0.8098) = 0.2147 . Company XYZ should change its quality control procedures, since its manufacturing is not producing the desired results. The Genetics Institute developed a method to increase the probability of conceiving a girl. Among 574 women using that method, 525 had baby girls. Assuming that the method produces boys and girls equally likely, find the probability of getting at least 525 girls among 574 babies. Does the result suggest that the method is effective? n= 574, p= 0.5, np = 287 = 287 nq= (574)(1-.5) = 287 sigma= (npq)^.5 = [(287)(0.5)]^.5 = 11.9791 z = (524.5 - 287)/ 11.9791 = 19.8262 Z=19.8262 is for an area of 0.9999, so the probability of getting at least 525 girls among 574 babies is 1 - 0.9999 = 0.0001. The method appears to be effective, since the probability of getting 525 girls by chance is so small.
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