After appreciating that correlation doesn’t indicate 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 decoding information, I didn’t realise that this was a recognized problem 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 🤯. You probably have, I intention to shine a light-weight on features that you simply may not have thought-about 💡.
This can be a newbie’s information to figuring out and resolving Simpson’s Paradox which can show you how to to keep away from misinterpreting your information.
With a purpose to perceive this counterintuitive matter on this put up 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 via is that you simply’ll recognise the paradox when analysing your information and resolve for it. The worth of the qualitative angle is to…