Presents a selection of articles presented at the Eighth Lukacs Symposium held at the Bowling Green State University, Ohio. This title discusses consistency and accuracy of the sequential bootstrap, hypothesis testing, geometry in multivariate analysis, the classical extreme value model, the analysis of cross-classified data, and econometrics.