The “Three Layers Of So What” Test
From a very interesting blog post on web metrics by Avinash Kaushik:
A very simple test can allow you to figure out if the metric you are dutifully reporting (or absolutely in love with) is gold or mud.
It is called the Three Layers of So What test.
Ask every web metric you report the question “so what” three times.
Each question provides an answer that in turn raises another question (a “so what” again). If at the third “so what” you don’t get a recommendation for an action you should take, you have the wrong metric. Kill it.
This brutal recommendation is to force you to confront this reality: If you can’t take action, some action (any action!), based on your analysis, why are you reporting data?
The purpose of the “so what” test is to undo the clutter in your life and allow you to focus on only the metrics that will help you take action.
All other metrics, those that fall into the nice to know or the highly recommended or the I don’t know why I am reporting this but it sounds important camp need to be sent to the farm to live our the rest of their lives!
Source: www.kaushik.net
Update: Streamline the “Three Layers of So What” Test with Generative AI
The “Three Layers of So What” test remains an essential tool for focusing on actionable metrics. And Generative AI can really simplify and supercharge this process.
So, to make the “Three Layers of So What” test even easier, I’ve created a custom GPT designed specifically for this purpose. It walks you through each layer of “so what,” ensuring you extract actionable recommendations from your data—or identify metrics that should be deprioritized.
👉 Try the custom GPT for the “Three Layers of So What” Test here.
Learn, Connect, and Grow in Our AI Community
Learning and experimenting with AI techniques is easier – and more fun – when we do it together. That’s why I’m excited to invite you to join The Hybrid Advantage – a community where people like you come together to master practical AI implementation.
As a founding member, you’ll get access to:
- Live Q&A sessions where we tackle real business challenges
- Step-by-step guidance on implementing AI in your business
- A supportive network of fellow entrepreneurs on the same journey
- Regular workshops on practical AI applications
The best part? It’s completely free to join. We’re building something special, and I’d love for you to be part of it. Ready to transform your business with AI? Join The Hybrid Advantage today and let’s grow together!