Until the nineteenth century, innovation was carried out mostly by generalists and tinkerers, which meant that the accumulation of new knowledge was slow, but that its diffusion across different fields was rapid. In the twentieth century, knowledge creation became the job of specialists, which accelerated knowledge creation but retarded inter-disciplinary application.