E[\frac{1}{X}]=\displaystyle\sum_k \frac{1}{k}q^{k-1}\cdot p=\frac{p}{q}\sum_k \frac{q^k}{k}=-\frac{p\ln{p}}{q}=\frac{-p\ln{p}}{1-p}