Recommender systems for employee role prediction

Hi, I’m planning to build a ML model which can predict and recommend which role can be assigned to a user who joins a Product oriented company. For example, Finance team member should only get FI roles, Sales team member should only contain Sales Roles. Basically it is used in SAP as a ERP service. Can someone suggest which model will be more helpful?


Just asking, why do we need Data Science for this?
Why don’t we tag the person as sales or finance guy and just match accordingly when necessary?

Could be. But there are lot of compositions each role has. Hence it becomes difficult to recommend the best role which will be useful for the user to exercise his/her work