Ethics requirements for any predictive model

  1. Prediction’s validation: One should be able to verify how strong the evidence is that supports the prediction.

  2. Prediction’s justification: One should be able to understand which variables affect the prediction and to what extent.

  3. Prediction’s speculation: One should be able to understand how the prediction would change if the values of the variables included in the model changed.