When you move from “can we check the math” to “can we reproduce the actual finding with new data,” the field-level ordering doesn’t just shuffle. It inverts. Economics — the field that looks best on reproducibility — has the lowest replication rate: 42.5%. Education, which looked worst on reproducibility, comes in at 63.1%. Political science sits at 52%. Psychology at 49%.