I am analysing some employee details to find the efficiency of the employees. Ideally I want some rankings to rank them based on these features.
My features include;
- current salary
- projects completed
- customer ratings
- number of bugs reported
- customer complaints
- employee satisfaction
My target is the
ranking of the employee in the job hierarchy.
I did some correlation analysis and found some features that have positive correlation (e.g., salary, projects completed, profit, customer ratings, employee satisfaction etc.).
I also found some features that are negatively correlated with
ranking (e.g., customer complaints, number of bugs reported etc.)
Now, I want to use these features to make a function that reflects the
employees actual rankings, so that we can use the same function to rank employees in the future.
NOTE: I am not only limited to
correlations. I am happy to receive answers using other methods as well.
Is there a any good method to solve my problem.
I am happy to provide more details if needed.