In radiation expts. with microorganisms survival curves may be evaluated in terms of mathematical models. The fitting and interpretation of such curves has received some attention in the past, but the problem of estimating sampling errors seems to have been neglected. This paper compares different methods for obtaining parameter estimates and their standard errors. The methods are illus. with laboratory data.