Visualizations and code always help. But to name two recent disappointments, stuff like https://news.ycombinator.com/item?id=46049932 and https://news.ycombinator.com/item?id=45957911 comes to mind as not meeting a high standard. To be clear, no expertise is fine, but no curiosity is bad.