I’ve noticed that many fraud cases share common patterns that can be identified early — for example, when analyzing transactions around the holidays, spikes in chargeback rates often indicate potential fraud. Understanding these patterns not only helps in mitigating risks but also helps businesses protect themselves and their customers. I’m curious if others in this field have experienced similar trends and what techniques you’ve found effective in your investigations.