Amarr was grappling with significant operational challenges that impacted its overall performance and efficiency, including pervasive inefficiencies and disorganization, which obstructed smooth operations, and a lack of data-driven decision-making, leaving strategic choices uninformed. Also, the company suffered from extensive machine downtime and