The same item appears under multiple codes or naming versions.
Abbreviations and typos make records inconsistent.
Systems are disconnected — data doesn’t link across platforms.

Manual lookup is slow and error-prone.
Variations and mismatches disrupt processes and workflows.
Data volume increases — clarity decreases.





