A compression algorithm is a method used to reduce the size of data files. It works by encoding information using fewer bits than the original representation, thereby saving storage space and increasing the speed of data transmission. In the context of epidemiology, compression algorithms can be applied to large datasets of health records, genomic sequences, and surveillance data.