Observational studies often suffer from confounding variables, which can distort the true relationship between an exposure and an outcome. PSM helps to mitigate this issue by ensuring that the groups being compared are similar with respect to these covariates. This technique is crucial when randomized controlled trials (RCTs) are not feasible due to ethical, logistical, or financial constraints.