statistical stewardship

Margaret Gamalo says, “Statistical stewardship requires embedding statistical principles within AI systems rather than treating AI as an opaque instrument. Causal inference must reside within predictive pipelines; bias correction must occur where it alters actions; and transportability must be made explicit rather than assumed.”