Solved – Learning statistical concepts through data analysis exercises

teaching

I find that simple data analysis exercises can often help to illustrate and clarify statistical concepts. What data analysis exercises do you use to teach statistical concepts?

Best Answer

As I have to explain variable selection methods quite often, not in a teaching context, but for non-statisticians requesting aid with their research, I love this extremely simple example that illustrates why single variable selection is not necessarily a good idea.

If you have this dataset:

y      X1     x2
1       1      1
1       0      0
0       1      0
0       0      1

It doesn't take long to realize that both X1 and X2 individually are completely noninformative for y (when they are the same, y is 'certain' to be 1 - I'm ignoring sample size issues here, just assume these four observations to be the whole universe). However, the combination of the two variables is completely informative. As such, it is more easy for people to understand why it is not a good idea to (e.g.) only check the p-value for models with each individual variable as a regressor.

In my experience, this really gets the message through.