Started as an analyst in a sleepy PE shop. We pitched a SaaS company, estimated 10x ARR growth in 3 years. They hired a new CEO post-deal. We were wrong. 12 months later, revenue was flat. Learned the hard way that management is 80% of the equation, not 20%. Now, I always ask: "What was the sample size for that market assessment?"