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
Substitution and income effects and the Law of Demand | APⓇ Microeconomics | Khan Academy
In other videos, we have already talked about the law of demand, which tells us—and this is probably already somewhat intuitive for you—that if a certain good is currently at a higher price, then the quantity demanded will be quite low. As the price were …
Explorers See Greenland's Glaciers Like Never Before | National Geographic
[Music] Lots of people who have tried before us had failed, and all of their aircraft are scattered across the ice cap. You ready? Oh yeah! When thinking about flying a tiny helicopter across the North Atlantic, the answer is no, way too dangerous, ab…
Real Estate Is About To Drop - Again
What’s up you guys, it’s Graham here! So, I’m sure it’s no surprise that lately, it’s been impossible to check the news without seeing some of the most astonishing real estate related headlines. Like, “Home sales jumped to a 14-year high,” “Prices soared …
STOICISM | The Power Of Judgement
In earlier videos, I talked about the things that are up to us and the things that are not up to us. In this video, I want to go a bit deeper into how we approach life by a powerful yet dangerous tool in our toolbox: our judgment. [Music] First of all, …
Why Startup Founders Should Launch Companies Sooner Than They Think
What’s going on is that founders are just, they’re embarrassed about the state of their own product. They’ve come from companies that have mature, polished products, and they compare their launch to like an Apple launch. If Apple fumbles a launch, the wor…
How to Fix a Leaky Wooden Boat | Primal Survivor
NARRATOR: The boats may look simple, but their design is intricate and complex. Ta’u boatbuilders journey deep into the forest– [non-english speech] –to find the 11 different species of tree needed to make a [non-english]. Centuries of experience go into …