In a criminal trial, the prosecution needs to prove its case beyond a
reasonable doubt. When an individual is accused of wrongdoing outside
the criminal process, as when teachers and politicians are charged wit
h sexual harassment and employees are charged with financial improprie
ties, people often assume that a similarly stringent standard of proof
applies. Yet this transfer from criminal law model to other settings
is mistaken. When the value of freedom from incarceration is absent, a
nd other values are present, probabilities of ''guilt'' less than ''be
yond a reasonable doubt,'' perhaps only a mere possibility, are often
socially, statistically, and morally legitimate bases for adverse deci
sions. Relatedly, although sound reasons for the criminal law's refusa
l to cumulate multiple low-probability accusations exist, the reasons
for such refusal are often inapt in other settings. Taking adverse dec
isions based on cumulating multiple low-probability charges is often j
ustifiable both morally and mathematically.