Data Definition:
A set of scores with size N of range(0 to 10) of decimal values:
(0.5, 0.8, 3.5, 8.5, 9.5, 9.9)
or
(7.7, 7.7, 7.7, 7.7, 7.7, 7.7, 7.7, 7.7, 7.7, 7.8)
Problem Definition:
A company has access to a simulation that audits products and spits out a score for each product ranging from 0 to 10. E.g the score of 5 for product ‘X’ will provide the following rating to a customer.
The company wants to ammend the score to do two things:
- Inflate results via relative ranking. Each score should fit closer to 10 even though its real score is not necessarily 10.
- Capture distance between low and high scores while maintaining point #1. E.g. fitting the top result as 10, second result as 9, third result as 8 etc.. would not be acceptable as the distance is lost here.
Hence I am trying to come up with a function s = f(o) where s is the relative score and o is the original or absolute score for this set.
What would be a good approach or function to accomplish this?
I can provide more details or answer any questions if needed