What is the fundamental problem of causal inference? We cannot always use samples to infer the properties of a population. We cannot observe the counterfactual. We cannot always find enough observations to investigate a causal relationship. We cannot always run randomized experiments. Incorrect The fact that we cannot observe both potential outcomes for an observation at the same time, is the fundamental problem of causal inference.