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
The Crazy Engineering of Venice
The year is 452. The Roman Empire is on the brink of collapse, and the Huns have just launched their attack on Northern Italy. Several cities are completely destroyed, forcing the locals to go on the run. They head for a lagoon just off the coast and take…
Caught in a Bat Tornado | Expedition Raw
If I’d reach my hand up right now, I could probably catch ten back. We were literally surrounded; millions of bats about us, running into us. Unbelievable! It’s so incredible! We have 20 million bats all coming out of a cave at the same time. Perhaps one …
Visual introduction to parabolas
In this video, we are going to talk about one of the most common types of curves you will see in mathematics, and that is the parabola. The word “parabola” sounds quite fancy, but we’ll see it’s describing something that is fairly straightforward. Now, i…
The 8 Greatest Philosophical Theories You Need to Know
You are a chicken. Yes, you. You look around and sometimes wonder why your owner takes such good care of you. At first, you’re not sure; you’re skeptical. What if he sends you to the slaughterhouse? You’ve never been there, but you know very well none of …
Visiting Iceland’s Newest Wellness Oasis: Forest Lagoon w/ Eva zu Beck | Nat Geo’s Best of the World
I’ve been talking to Nat Geo for the last few months, and they want to send me on a trip. You’re invited to visit Forest Lagoon in Akureyri. I have always wanted to go to Iceland, but the wellness space that’s, I would say, a little bit outside of my comf…
Do This To Get INCREASINGLY SMARTER
In a world that constantly raises the bar and places ever-increasing demands on our abilities, intelligence is a valuable asset that can set us apart. Fortunately, the path to becoming smarter isn’t too complicated. It’s a skill that can be cultivated and…