We learned in Exercise 4.17 that about 70% of 18-20 year olds consumed alcoholic beverages in any given year. We now consider a random sample of fifty 18-20 year olds.
How many people would you expect to have consumed alcoholic beverages? And with what standard deviation?
\(\mu = np\)
n <- 50
p <- 0.697
# Average
n*p
## [1] 34.85
\(\sigma = \sqrt[]{np(1-p)}\)
# Standard deviation
sqrt(n*p*(1-p))
## [1] 3.249546
Answer: Average: 34.85. Standard deviation: 3.25.
Would you be surprised if there were 45 or more people who have consumed alcoholic beverages?
sd <- sqrt(n*p*(1-p))
avg <- n*p
# Z-score
(45-avg)/sd
## [1] 3.123513
Answer: Yes, I would be surprised as 45 is greater than 3 standard deviations away from the mean.
What is the probability that 45 or more people in this sample have consumed alcoholic beverages? How does this probability relate to your answer to part (b)?
# Normal approximation with 0.5 correction
normalPlot(mean = avg, sd = sd, bounds = c(44.5, Inf), tails = FALSE)
Answer: 0.00149, with a 0.5 correction.