Datasets to Practice Hypothesis Testing

Hypothesis Testing is a statistical method used to make inferences or decisions about a population based on sample data. If you want to practice hypothesis testing techniques, use datasets where you can divide and compare the data based on two or more groups. So, if you are looking for such datasets, this article is for you. In this article, I’ll take you through some datasets to practice hypothesis testing.

Datasets to Practice Hypothesis Testing

Below are some datasets you can use to practice hypothesis testing.

Website Performance Dataset

The website performance dataset includes multiple metrics such as users, sessions, engaged sessions, average engagement time, events per session, and engagement rate, segmented by date and primary channel group.

Here are some potential hypotheses you could test using this data:

1. You could test whether there is a significant difference in average engagement time per session across different primary channel groups (e.g., Direct vs. Organic Social).
2. You could examine whether user engagement (e.g., engaged sessions per user) changes significantly over different times of the day or on different days.

You can find this dataset here.

Light Theme and Dark Theme Dataset

The light theme and dark theme data includes various metrics such as click-through rate, conversion rate, bounce rate, scroll depth, and session duration, along with demographic information like age and location, and user actions like purchases and added-to-cart status.

You can use this dataset for various hypothesis tests to analyze the impact of different themes (light vs. dark) on user behaviour and engagement. Here are some potential hypotheses and the corresponding statistical tests you could perform:

1. Impact of Theme on Conversion Rate: You can use a Two-sample t-test to compare the means of two independent groups (light theme vs. dark theme).
2. Impact of Theme on Click-Through Rate (CTR): You can use a Two-sample t-test to compare the means of two independent groups.
3. Impact of Theme on Purchases: You can use a Chi-square test for independence to compare the categorical variables (theme vs. purchases).

You can find this dataset here.

Summary

So, these are some datasets you can use to practice hypothesis testing:

1. Website Performance Dataset
2. Light theme and Dark theme Dataset

I hope you liked this article on the datasets you can use for hypothesis testing. Feel free to ask valuable questions in the comments section below. You can follow me on Instagram for many more resources.