A Case Story: From Chaos to Consistency
Maya documented a 9.8-day average invoice cycle with heavy variance, plus a 14 percent rework rate. She hypothesized that targeted exception-handling training and a checklist would cut cycle time by 20 percent, reduce rework by half, and capture more early-payment discounts within two quarters.
A Case Story: From Chaos to Consistency
Two teams trained; two matched teams did not. After eight weeks, trained teams saw a 28 percent cycle-time reduction and a 47 percent rework drop, while controls barely moved. Difference-in-differences confirmed the lift, and finance validated savings against seasonal volume fluctuations and staffing shifts.