The counterfactual framework is a methodological approach used in causal inference to evaluate the effect of an intervention by comparing observed outcomes to hypothetical scenarios where the intervention did not occur. This framework relies on the concept of potential outcomes to establish causal relationships by contrasting what actually happened with what could have happened under different circumstances.