Chemoinformatics is a major discipline in theoretical chemistry, using artificial intelligence and data sciences to tackle the current social and innovation challenges. Chemoinformatics concerns the development, creation, organization, storage, dissemination, analysis, visualization and use of chemical information. As a Chemistry discipline, it is rooted into experimental skills, on which are based the essential expertise for data acquisition, processing and modelling, to solve chemical problems and innovate in chemistry with the help of chemoinformatics techniques.The ChEMoinformaticsplus project describes an EMJM about Chemoinformatics, proposed by a consortium of eight academic sites: the University of Strasbourg (France), the University of Paris (France), the University NOVA of Lisbon (Portugal), the University of Milan (Italy), the University of Ljubljana (Slovenia), the University of Bar Ilan (Israel) and the Taras Shevchenko National University of Kiyv (Ukraine). The project federates an existing network of double diplomas in Chemoinformatics into a joint master program. Through this proposal, the consortium aims at increasing the number of students in this international program while improving scientific excellence and employability of the graduates. The consortium expects also, from the support of the European Commission, a gain of recognition and visibility for the scientific community in Chemoinformatics. Finally, this will give us the opportunity to restructure the network, enhance specialization of the different partners and increase our capacity to answer to future innovation challenges.