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Innovation is a principal driver of U.S. economic growth. In 2016, the U.S. spent an estimated $514 billion on research and development — more than any other country in the world — helping the nation rank No. 4 on the Global Innovation Index. According to the results of the ranking, knowledge and technology outputs are America’s particular strengths.

But certain states are due more credit than others for America’s dominance in the tech era. These states continue to foster innovation through investments in education, research and business creation, especially in highly specialized industries.