Statistical intuition

I'm often asked how to go about developing some statistical intuition.
Not being a proper statistician might make this hard to answer because it is not intuitive to me.

Some non-intuitive statistical principles that everyone should know:

• Winner's curse or regression to the mean
• Multiple testing