it is after all mainly firms that innovate from small startups to large multiestablishment and multinational firms moreover aggregate analysis conceals their significant heterogeneity firms performance and characteristics differ across countries and within industries and they may take many paths to innovation the advantage of microlevel analysis lies in its effort to model the channels through which specific firms knowledge assets or channels of knowledge access affect their productivity