outliersdata cleaningstatistics Winsorizing Isn't Cheating, But You're Probably Doing It Wrong Winsorizing can tame outliers without destroying your data, but most analysts clip at arbitrary thresholds and call it rigor. C. Pearson · October 19, 2026 · 4 min read