Economists have often found it useful to look at the average length of an unemployment spell in evaluating labor market conditions and in considering the labor market experience of the unemployed. Usually this statistic has to be estimated from grouped observations on interrupted (incomplete) unemployment spells. This paper is a comparative study of some nonparametric and parametric methods of estimating this quantity using Australian Department of Social Security data on unemployment benefit recipients.