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Add functionality to evaluate bias in modelling outputs

Open joostneuj opened this issue 1 year ago • 0 comments

Add functionality to evaluate bias in modelling outputs

Task: Adding functionality to model evaluation code to generate 1 or multiple plots to assess if the model predictions are biased (based on a selected list of predictors like age, gender, origin, income, etc.) In order to be compliant with upcoming EU-regulation, it is essential for predictive algorithms to include an analysis of how biased predictions are.

Task Description

This issue will:

  • Extend the functionality of model evaluation
  • Generate graphs, with a list of variable names as input
  • Take into account that the profiling variables can or cannot be used as predictors in the model. I think it is reasonable (for now) to assume they are in the basetable?

joostneuj avatar Jul 28 '23 11:07 joostneuj