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AP Statistics: Section 8.1B Normal Approx. to a Binomial Dist.
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AP Statistics: Section 8.1BNormal Approx. to a Binomial Dist.
In chapter 7, we learned how to find the find the mean, variance and standard deviation of a probability distribution for a discrete random variable X. This work is greatly simplified for a random variable with a binomial distribution.
Example 1: The count X of bad switches is binomial with n = 10 and p = 0.1. Determine the mean and standard deviation of the binomial distribution.
The formula for binomial probabilities gets quite cumbersome for large values of n. While we could use statistical software or a statistical calculator, here is another alternative.
The Normal Approximation to Binomial Distributions: Suppose that a count X has a binomial distribution B(n, p). When n is large (np _____ and n(1 - p) _____), then the distribution of X is approximately Normal, N(____,________)
Example 2: Are attitudes towards shopping changing? Sample surveys show that fewer people enjoy shopping than in the past. A survey asked a nationwide random sample of 2500 adults if they agreed or disagreed that “I like buying new clothes, but shopping is often frustrating and time-consuming.” The population that the poll wants to draw conclusions about is all U.S. residents aged 18 and over. Suppose that in fact 60% of all adult U.S. residents would say “agree” if asked the same question. What is the probability that 1520 or more of the sample would agree?
The accuracy of the Normal approximation improves as the sample size n increases.It is most accurate for any fixed n when p is close to ____ and least accurate when p is near ____ or ____ and the distribution is ________.
Binomial Distributions with the Calculator See pages 530-532 to determine how to graph binomial distribution histograms on your calculator.See pages 533-534 to determine how to simulate a binomial event on your calculator.