a type of research in which participants are assigned to treatment or control groups using methods other than random allocation. Group assignment may occur through self-selection, clinician or researcher judgment, participant preference, or administrative criteria. Because the assignment is not random, non-randomized studies are more prone to bias and confounding than randomized controlled trials, but they can still provide valuable evidence, especially when randomization is not feasible or ethical.