Police allege Spencer buried the unborn fetus in a shallow grave on her property, which investigators subsequently discovered.
Spencer has been charged with first-degree fetal homicide, abuse of a corpse, and tampering with physical evidence.
Under Kentucky law, first-degree fetal homicide is a capital offence, meaning Spencer could face the death penalty or life imprisonment if found guilty.