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This article analyzes the contribution of high-growth firms (HGFs) to the process of knowledge creation. We articulate a demand-pull innovation framework in which knowledge creation is driven by sales growth, and knowledge stems from creative recombination. Building on the literature on HGFs and economic growth, we investigate whether “gazelles” follow patterns of knowledge creation dominated by exploration or exploitation strategies. We construct indicators for the structure of knowledge and identify firms’ innovation strategies. The empirical results show that increasing growth rates are associated with exploration, supporting the idea that HGFs are key actors in the creation of new technological knowledge, and showing also that firms that achieve higher than average growth focus on exploration based on familiar technology. This suggests that exploration is less random than has been suggested. Our …