Key value stores improve data retrieval by employing a simple lookup process: given a key, the corresponding value can be accessed directly. This contrasts with more complex relational databases that require multiple joins and queries. In epidemiology, this can translate to faster access to critical data, such as infection rates, patient histories, and geospatial data.