Discretionary parole refers to the conditional release of an inmate before the completion of their sentence, determined by a parole board based on the individual's behavior, rehabilitation progress, and perceived risk to the community. This type of parole allows authorities some flexibility in managing inmates' re-entry into society, aiming to balance public safety with the opportunity for rehabilitation.