When auditing datasets, I’ve seen how even small discrepancies can snowball into larger issues if not addressed promptly. For instance, in a recent project, we identified a 5% error rate in product IDs that led to significant inventory mismatches. It’s crucial for us to be thorough in our assessments to maintain trust in our data.