How to recommend in this case?



I have 2 matrix. One on the requirements from the company side, and another on the qualification from employee side. I want to build a recommender system where the output is for all the companies 3 recommendations for the best match from the employees.

Kindly give your suggestions on how I can proceed. I am trying my hand on Constraint based recommender model using R.