About the visualization Some say that a shift from hypothesis testing to confidence intervals and estimation will lead to fewer statistical misinterpretations. Personally, I am not sure about that. But I agree with the sentiment that we should stop reducing statistical analysis to binary decision-making. The problem with CIs is that they are as unintuitive and as misunderstood as p-values and null
![Interpreting Confidence Intervals](https://cdn-ak-scissors.b.st-hatena.com/image/square/dcdff86eb5d66e7701ed5e7a4ff48fbb45a918b6/height=288;version=1;width=512/http%3A%2F%2Frpsychologist.com%2Fd3%2FCI%2Fimg%2Finterpret-CI-fb.jpg)