Migration costs and observational returns to migration in the developing world

•We estimate returns to migration in panel surveys from six developing countries.•Observational returns to migration average 23 percent across our countries.•We interpret these returns in a Roy model with heterogeneity in migration costs.•Observational returns are distinct from the gains from lowering migration costs.•Patterns of regional heterogeneity in returns are consistent with the model.