Emergency services organizations face the challenge of reliably staffing their emergency vehicles with qualified personnel at all times – even in the event of short-term absences. In order to provide the best possible service to the population, reliable forecasts of personnel requirements and efficient scheduling of available personnel are needed. Resource-efficient deployment plans also contribute to higher job satisfaction. In the »OPeR« project, we are developing a novel approach to personnel planning in the emergency services.