Abstract In this paper, we develop and study a complex data-driven framework for human resource management enabling (i) academic talent recognition, (ii) researcher performance measurement, (iii) renewable allocation maximizing the total output of research unit. Suggested guarantees optimal under strong economic assumptions: agents are rational, collaborative have no incentives to behave selfis...