The study looked at how knowledge, innovation, and regional growth are connected. They used nonparametric methods on European data to find that innovative firms have a bigger impact on regional growth than R&D spending. Foreign investment also helps with growth. The effects of these factors vary across regions. The researchers also found a cluster of regions in Germany where innovation boosts productivity.