 Retransformation bias

In general, $\mathbb{E}[Y\mid X]$ is not obtained by exponentiating $\mathbb{E}[\log Y\mid X]$. For log-normal errors of variance ${\sigma }^2$, the correction factor is $e^{{\sigma }^2/2}$.