The present paper presents a generic, flexible and robust framework for decision support in cooperative systems in charge with human resources allocation for various project tasks. Considering a knowledge database where people and projects are characterized through the task and competences binomial, the particularity of this frameworks consists in integrating inside the cooperative systems the benefits of complex user modeling and of personalization handled by the adaptive hypermedia systems, as well as the benefits of knowledge management with the support of semantic Web technologies.