Abstract
In response to Pearl, Aronow et al. (2025) argue that randomized experiments are special among causal inference methods due to their statistical properties. I believe that the key distinction between randomized experiments and observational studies is not statistical, but rather epistemological in nature. In this comment, I aim to articulate this epistemological distinction and argue that it ought to take a more central role in these discussions.