Is new technology “transformative” or “disruptive”? I’ve heard this topic hotly debated at meetings both within the World Bank and more broadly. The issue is not just linguistic hair-splitting. Technology optimists prefer the first term and see new technologies, digitization in particular, as an opportunity for low-income developing countries to leapfrog into the 21st century. Moonshot Africa, an ambitious World Bank initiative to connect individuals, firms, and governments in Africa to fast internet is inspired by this vision. Technology pessimists on the other hand emphasize the disruptive effects digital technologies are expected to have on labor markets. Concerns about robots and algorithms replacing human labor increasingly dominate the public debate not only in advanced economies, but also in emerging and developing economies. Against this background, it is natural to ask how these two views are compatible. To be more specific: How will Moonshot Africa create jobs on a continent where job creation is needed more than anywhere else in the world with Africa’s working-age population projected to rise by 70% in the next twenty years?