Ongoing work includes the application of several statistical methods in order to perform dimensionality reduction of multi-objective problems and to clarify visualization of solutions. The development of statistical measures for the comparison of the performance of multi-objective algorithms is being investigated. The improvement of elitism strategies in multi-objective evolutionary algorithms will be addressed. Future work will aim at formulating and solving real world engineering problems which are in general solved considering a single objective.