This paper presents a model of endogenous growth with directed technical change to examine the implications of automation on output growth and employability of unskilled workers. Automation occurs to replace unskilled labor with industrial robots in producing intermedi- ate varieties. This automation is partly offset by horizontal innovation that creates new varieties in which unskilled labor has employment advantage. Unskilled labor also benefits from dynamics of a labor augmenting technology that helps improve its productivity. As the key production factor, human capital takes part in every economic activity, ranging from working in research labs to educating its labor force or producing varieties. We find that over the long run, there ex...