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
Athlane (S19) - YC Tech Talks, Gaming 2020 (November 9, 2020)
Uh yeah, so like I said, I’m the co-founder of Athlane. And so if you’re at this talk, you’ve probably watched a live stream before. Oftentimes, what’s not captured in that stream is what these creators endure to deliver that viewership experience. Wheth…
Positive and negative rotaion of points example
We’re told that point P was rotated about the origin (0, 0) by 60 degrees. Which point is the image of P? Pause this video and see if you can figure that out. All right, now let’s think about it. This is point P; it’s being rotated around the origin (0, …
Standing Up For Startups - YC Goes To D.C.
What does success look like for you when you leave your Hill visit this week? We believe that little Tech can and should exist. And, you know, done right, little Tech will actually go on to create some of the best companies out there. We don’t want one o…
15 Daily Habits to Boost Your Intelligence
Everybody wants to be more intelligent, right? There’s no denying that. So where do people get stuck? Some may try to debate this, but here are the facts: Although genetics do play a part in cognitive development, or intelligence as most of us call it, fo…
Black Holes, Blazars, and Women of Color in Science | Nat Geo Live
JEDIDAH ISLER: Studying science changed me and it allows me to make contributions into the world. And everyone, regardless of their identity, should have that right. We cannot get to the best possible exploration, whether it’s on this planet or beyond, if…
Life's Biggest Questions
Use the other day, one bitter, but then I took a step back—not literally, of course—but I really thought about it. I came to the conclusion that nothing in life really matters. Here’s why: The Earth has been around for four and a half billion years. One …