This article presents a real case study showing how inaccurate labor cost assumptions became a direct cause of financial losses. Understated labor rates made unprofitable jobs appear profitable, and errors in allocation and WIP timing further distorted results. Correcting labor cost accuracy and rebuilding the allocation rules restored visibility into true profitability.