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
Good Explanations Are Acts of Creativity
There’s a phrase that you’re going to hear both Brett and I use over and over again, and that phrase is good explanations. Good explanations is Deutsche’s improvement upon the scientific method. At the same time, it’s beyond science. It’s not just true in…
Growth vs Value Investing. Which is Better?
Hey guys, welcome back to the channel! In this video, we are going to be comparing two corners of the investing world: that is, growth investing versus value investing. We’re going to have a look at what each one is about, compare the two, and also look a…
How to Analyze a Cash Flow Statement Like a Hedge Fund Analyst
There’s an old saying: cash is king. However, when it comes to investing, cash flow is king. In this video, we are going to go over how to analyze a company’s cash flow statement. I’m going to draw upon my experience as an investment analyst at a large in…
Passing atmospheric levels of cool 🧑‍🚀🌏 #womeninstem #space
This is how many tampons Sally Ride was offered on her first space mission, which lasted about six days. Like a lot of STEM fields, NASA was male-dominated, and Sally Ride was their first female astronaut. After her death, we learned something very privat…
Charlie Munger: 100 Years of Wisdom Summed up in 20 Minutes
And I’ve catalogued the inanities on structures in my head, and it’s been a wonderful thing to do. If you stop to think about it, how many unhappy collectors do you know? Whether they collect silver, or mistresses, or you know… I thought I would speak ton…
It’s Over: The Middle Class Is Disappearing
What’s me guys? It’s Graham here. Apparently, the middle class is quickly disappearing at an alarming rate. In fact, the situation is getting so dire that less than a year ago, Fortune stated that the middle class is bracing for its next financial blow. A…