We have identified three main weaknesses in Merchant Category Codes (MCCs):
Incorrect: Wrong categorization
Inaccurate: No categorization at all or too broad definitions of categories
Inconsistent: Same merchant names are assigned to several different categories at the same time
In our model, we have overcome this error-prone categorization (to a high degree).