Warning: You’ll by no means have a look at knowledge in the identical method
After appreciating that correlation doesn’t suggest causation, mastering Simpson’s Paradox is an important step in a single’s journey to causal pondering 👣.
Most researchers and practitioners are prone to have come throughout this phenomenon at one stage or one other. I can testify that in 2020, even after 15 years expertise of analysing and deciphering knowledge, I didn’t realise that this was a identified subject that I ought to have been involved about.
In the event you haven’t been uncovered to Simpson’s paradox but — put together to have your thoughts blown 🤯. When you’ve got, I intention to shine a light-weight on elements that you simply may not have thought-about 💡.
This can be a newbie’s information to figuring out and resolving Simpson’s Paradox which is able to allow you to to keep away from misinterpreting your knowledge.
With the intention to perceive this counterintuitive subject on this publish you’ll:
- take a deep dive right into a quantitative instance
- look at a qualitative method — be taught the way it seems in a graph mannequin.
The significance of the quantitative stroll by way of is that you simply’ll recognise the paradox when analysing your knowledge and resolve for it. The worth of the qualitative angle is to…