Expert witnesses translating actuarial risk-tool output into probability figures overestimated sexual recidivism by roughly threefold against the observed benchmark, with the gap widening rather than narrowing as professional experience increased, which makes a risk estimate communicated without an accompanying empirical base rate harder to defend on cross-examination.