Hi im working on a Employee Churn Prediction and I have a question with de Salary outliers:
I have a database of 960 values, and the salary outliers are 110 values. So my question is directed, what decision to make, because I don't want to eliminate the outliers because they are a big part of the total, but at the same time if I don't eliminate them and leave them there they can negatively affect my prediction model. At the same time, if I modify them like replacing them with the average, it should also affect me in the final results, because I am not working with the original data.
What would you recommend me to do in this case, in advance thank you very much
Translated with www.DeepL.com/Translator (free version)