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
5 Habits Of The Sigma Male
I’m sure that you have heard of the alpha and beta males at some point in your life. In popular culture, these terms, based on the alphabet, are used to describe male personality types. An alpha male can be considered the man at the top of the dominance h…
Kevin Hale and Adora Cheung - Startup School 2019 by the Numbers
Hello Berlin! We’ve made it to week ten. This is the last stop on the startup school tour. We have something kind of special today. So Adora and I are doing a presentation together, and it’s all based on numbers from the last nine weeks of startup school.…
Wayfinding Through the Human Genome | Podcast | Overheard at National Geographic
Foreign Fox and I’m an indigenous futurist and genome scientist of all kinds of varieties, humans, bacteria, you name it. Kale Fox is a National Geographic Explorer. He’s also the first native Hawaiian to get a PhD in genome science. This idea of indigeno…
Acid Rain| Atmospheric Pollution| AP Environmental science| Khan Academy
[Narrator] Acid rain sounds like something straight out of a sci-fi film, like strange raindrops that fall in a city and corrode everything. The truth is not far off, but the good news is that we know a lot about what causes acid rain and how to address i…
Thought Experiments No One Can Solve
What if I told you that you died last night in your sleep and that your body and mind have been replaced by an exact replica of you, a clone who has all the same characteristics and memories that you had? Impossible, you’d probably reply. But can you prov…
Fool's Gold (Clip) | To Catch a Smuggler | National Geographic
I’m going to need that box that’s in the back. We’re here to look at a box that CBP’s National Targeting Center targeted this particular shipment. The shipper is an entity that’s known to us; they’re a previous offender for smuggled artifacts coming into …