I’ve learned that causal attribution is most valuable when we want to understand the real reason someone converted, not just the last thing they clicked on. At Simply Noted, we have campaigns that work like a slow drip — a heartfelt handwritten note might start the relationship, an email might remind them of us weeks later, and a retargeted ad finally nudges them to buy.