Replicate fallible measurements on each of a large number of objects are used to estimate the multivariate cumulants of the joint frequency distribution of the true value and the errors of measurement. Simple, explicit formulas are given for all multivariate cumulants up through the fourth order. It is assumed only that each error of measurement has a mean of zero and is uncorrelated with other appropriate chance variables.