Challenges
- Lack of centralized data governance: Data ownership and definitions varied across business units, leading to inconsistencies.
- Complex legacy integrations: Outdated systems made it difficult to standardize and manage master data effectively.
- Limited visibility: Planners struggled with disconnected data sources, leading to inefficiencies in forecasting and execution.
- Operational inefficiencies: Incorrect or missing data led to inaccurate planning, increasing costs and reducing agility.