The counterfactual is invalid because income

remains below the original threshold.

The counterfactual is valid because the credit

score crosses the decision threshold.

The counterfactual is valid because the credit

score follows a different decision path.

The counterfactual is

invalid because the predicted outcome remains unchanged.