This is not a full answer, but according to this explanation I think the question asks whether $\Gamma(k, k \lambda) \geq e^{-\lambda} \Gamma(k)$ when $k \in Z^+$, and $\lambda \in (0, 1)$.
Edit: Some answers to this math.se questionthis math.se question have lower bounds for the upper incomplete gamma function.