It’s easy to be more complex than necessary. It’s hard to be simple and succinct. As Mark Twain said, “I didn’t have time to write a short letter, so I wrote a long one instead.” The same is true in the world of data analysis.
Most people just want to know: “based on what’s happened (data), what should I do next?”