A counterfactual is an imagined scenario that differs from the actual world in a specific way. In epidemiology, it often refers to the outcome that would have occurred if a certain exposure or intervention had not been present. For example, if we are studying the effect of smoking on lung cancer, the counterfactual would be the lung cancer rates in an identical population that did not smoke.
