This paper describes a decision support system designed for Belgian Human Resource (HR) and Well-Being Service Provider. Their goal is to improve health well-being in the workplace, this end, task identify groups of employees at risk sickness absence who can then be targeted with interventions aiming reduce or prevent absences. To facilitate deployment, we apply range existing machine-learning ...