medium · FRM Part 2 Current Issues
What does a SHAP value of zero for a specific feature in a credit scoring model imply?
- The data for that feature was missing from the input record entirely
- The feature is being used as a hidden proxy for a protected class such as race
- The feature is by far the single most important driver in the entire model
- The feature had no marginal impact on that specific model prediction
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