yego.me
💡 Stop wasting time. Read Youtube instead of watch. Download Chrome Extension

Conclusion for a two-sample t test using a P-value | AP Statistics | Khan Academy


2m read
·Nov 11, 2024

A sociologist studying fertility in France and Switzerland wanted to test if there was a difference in the average number of babies women in each country have. The sociologists obtained a random sample of women from each country. Here are the results of their test:

You can see a hundred percent sample from France, 100 sample from Switzerland. They actually don't have to be the same sample size. We have our sample means, our sample standard deviations. You have the standard error of the mean, which for each sample would be our estimate of the standard deviation of the sampling distribution of the sample mean.

And here it says t-test for the means of these different populations being different. Just to make sure we can make sense of this, let's just remind ourselves what's going on. The null hypothesis is that there's no difference in the mean number of babies that women in France have versus the mean number of babies that women in Switzerland have. That would be our null hypothesis—the no news here hypothesis.

Our alternative would be that they are different, and that's what we have right over here. It's a t-test to see if we have evidence that would suggest our alternative hypothesis. What we do is we assume the null hypothesis. From that, you're able to calculate a t statistic, and then from that t statistic and the degrees of freedom, you are able to calculate a p-value.

If that p-value is below your significance level, then you say, "Hey, this was a pretty unlikely scenario. Let me reject the null hypothesis," which would suggest the alternative. But if your p-value is greater than your significance level, then you would fail to reject your null hypothesis, and so you would not have sufficient evidence to conclude the alternative.

So what's going on over here? You really just have to compare this value to this value. It says, "At the alpha is equal to 0.05 level of significance, is there sufficient evidence to conclude that there is a difference in the average number of babies women in each country have?" Well, we can see that our p-value, 0.13, is greater than our alpha value, 0.05.

Because of that, we fail to reject our null hypothesis. To answer their question, no, there is not sufficient evidence to conclude that there is a difference. There is not sufficient evidence to reject the null hypothesis and suggest the alternative.

More Articles

View All
Big Data by the Numbers | Explorer
I’m Richard Bacon. Let’s talk about surveillance. But let’s do it quietly because they’re probably listening. That thing in your pocket that you call a smartphone, it’s a tracking device that just happens to make calls. Digital tracking has become a part …
Superintendent Dr. Jesus Jara on supporting students during school closures | Homeroom with Sal
Hello everyone, welcome to our daily homeroom. Uh, for those of y’all, uh, this is the first time you’re joining us. Uh, this is a live stream we’re doing on a daily basis. Uh, the catalyst was the school closures that are now around the world. Over 1.6 b…
Example translating parabola
Function G can be thought of as a translated or shifted version of f. Of x is equal to x^2. Write the equation for G of x. Now pause this video and see if you can work this out on your own. All right, so whenever I think about shifting a function, and i…
10% Rule of assuming "independence" between trials | Random variables | AP Statistics | Khan Academy
As we go further in our statistical careers, it’s going to be valuable to assume that certain distributions are normal distributions or sometimes to assume that they are binomial distributions. Because if we can do that, we can make all sorts of interesti…
Why do we launch rockets from Florida?
Why do we launch rockets in Florida? I remember as a kid just not getting it as I watched these rocket launches get scrubbed due to bad weather. I was like, you guys know that’s Florida, right? That’s where they get the hurricanes and the thunderstorms. A…
Ask me anything with Sal Khan: April 10 | Homeroom with Sal
Hello everyone! Welcome to Khan Academy’s daily homeroom. For those of you all who aren’t familiar with what this is, ever since we had the mass school closures because of the COVID-19, all of us at Khan Academy, which is a not-for-profit with a mission o…