Writing

Research and packaging, with the arithmetic shown

Methods you can run by hand before you decide whether a tool is worth it. Every figure is traced to the thing that produces it, and every piece says what it cannot tell you.

On the numbers in these pieces. Measured figures come from the YouTube Data API and are dated where they appear. Craft frameworks are labelled as frameworks, not as studies. Where a question has no honest answer — what a good click-through rate is, why a video underperformed — these say so instead of picking a number. How our data works →