* There are tons of randomized controlled trials of policy measures (malaria bednets, minimum income). Many measure long-run outcomes.
* Natural experiments can measure long-run effects. In economic history, sometimes that means centuries.
* Many other designs are plausibly causal. The right instrumental variable, or a regression discontinuity design. In some cases, even a simple diff-in-diff with panel data. This design, nope.