Oh, this takes me back. I once had to sit across from a CEO who simply could not accept that his bonus pool was shrinking because of the way we calculated attribution. I spent an entire afternoon walking him through the same numbers three different ways, and he still didn't like the answer.
Excel genuinely saved my sanity there. Building a live model in front of them, using their own numbers and the exact formulas we'd all agreed on the week before-that's the only thing that got through to some of them. You can talk methodology until you're blue in the face, but when they see the spreadsheet update in real time, it's harder to argue.
Still, you'll always have the ones who can't wrap their heads around the fact that a 10-month trendline and a 12-month trendline tell completely different stories, even when you put both charts side by side. That's not a data problem, that's an ego problem.
What really made a difference for me was finding one senior person in the business who genuinely understood the numbers and wasn't afraid to call out the nonsense. Someone who could say, "No, the reason the numbers look like that is because we launched that promotion in November, not because the methodology is flawed." That kind of champion saves you hours of pointless debates.