Random distributions refer to the way in which a set of points or features is arranged in an area without a specific pattern or predictable arrangement. This concept is crucial in map reading and cartography as it helps to understand how various phenomena, such as population density or resource allocation, are spatially organized, affecting analyses and decision-making processes.