Symptom
Observe that the ticket categorization model fails to assign correct reason codes based on the hierarchy, creating mismatches between the assigned categories.
Environment
- SAP Cloud for Customer
Reproducing the Issue
- Create a ticket in the service cloud with a subject and description that should trigger automatic categorization.
- Observe that the ticket categorization model fails to assign correct reason codes based on the hierarchy.
Resolution
To have results be in line with the category hierarchy resolution, we suggest to enable only the child level for machine learning based prediction. Parent categories will be automatically derived by the service ticket processing after the child category is determined by the model.
Keywords
ticket categorization, machine learning, reason code mismatch, incident category, process category, hierarchy issue, service cloud, RC1, RC2, ticket categorization model, automatic categorization, incorrect reason codes, ML model, mismatch, ML, C4C, incorrect category , KBA , LOD-CRM-ML-SRV , Machine learning for service cloud , Problem
SAP Knowledge Base Article - Public