
Michael M. answered 11/22/22
Data Scientist with over 12 Years Instruction Experience
First, I want you to imagine what you're solving for; picture a bell curve with a line directly through the middle that equates to the population mean of 14. Now, imagine there's a line on the bell curve at x=12 and we want to figure out how much of that bell curve is located to the right of that line - because all those values meet the criteria for the question (having a sample mean greater than 12). What we're trying to do here is calculate what percentage of the total bell curve (parabola) is to the right of the x=12 line.
Since this is a question of "what's the chance the number is greater than...", that makes it a right-tailed test. We need to find the probability - which requires us to calculate the z-score. The formula here is z=(x(bar)-μ)/(s/√n) where
xbar= sample mean (in this case, 12)
μ=population mean (in this case, 14)
s=standard deviation (in this case, 8)
n=number in sample (in this case, 70)
When you plug in the numbers, you get a z-score of around -2.09. Looking at a z-score table to find the p-value, you'll either find 0.0183 (if the table only shows left-tail scores) or 0.9817 (if it has a right-tailed score section). The only difference here is that if they only give the left-tail score, you convert it to a right-tailed score by subtracting the p-value from 1.
That gives you the probability that the sample mean is greater than 12.