Are you wondering what the difference between parametric and nonparametric statistical tests are? Or maybe you are wondering what the nonparametric equivalent of your favorite parametric test is? Well then you are in the right place! In this article we discuss everything you need to know about nonparametric tests. In the beginning of this article, …
Are you looking for a gentle introduction to propensity score matching that is suitable for beginners without much experience with causal inference? Well then you are in the right place! In this article we discuss everything you need to know to understand the basic idea behind what propensity score matching is and when you should …
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Are you wondering what blocking is in experimental design? Then you are in the right place! In this article we tell you everything you need to know about blocking in experimental design. First we discuss what blocking is and what its main benefits are. After that, we discuss when you should use blocking in your …
Are you wondering how to treat the outliers in your dataset? In this article we tell you everything you need to know about handling and removing outliers. First we discuss the most important considerations you should keep in mind when determining how to handle outliers. After that, we discuss different methods you can use to handle …
Do you want to learn how to identify and handle outliers in your data? Well then this is the place to start! In this article we lay out the groundwork you need to understand in order to work with outliers by discussing the different types of outliers and the most common sources of outliers. In …
Now that we have set up our environment, we can dive into the data by performing some basic data quality checks. This post is going to be focused more on the summarizing types of data quality checks that should be implemented for simple tabular data rather than writing the code to implement these checks. As …
