Advanced Dynamic Hierarchical Data Normalization Technique

Design a comprehensive data normalization framework that can automatically detect and resolve hierarchical data inconsistencies across multiple worksheets. Create a system that can recursively identify parent-child relationships, handle multi-level nested structures, and generate clean, standardized data models with minimal manual intervention. Include error handling for edge cases like circular references, incomplete hierarchies, and inconsistent naming conventions.