Investing in research and development (R&D) can lead to knowledge spillover, where other companies benefit from this knowledge. If companies closer to the source of knowledge benefit more, we should see clusters of innovation in certain industries. By studying R&D, skilled workers, and basic science, researchers found that innovation clusters are more influenced by knowledge spillovers than just production concentration.