When using algorithmic and socio-technical systems in a broader sense and machine-learning systems in a narrower sense, fairness as an ethical principle describes the reproducible degree of equal treatment of different persons in all stages of the lifecycle of the system. This principle is also applicable to non-human things, such as animals, environment, nature,... or to natural actors as a whole.