Measuring Technological Innovation Over the Long Run

B. Kelly, D. Papanikolaou, Amit Seru, Matt Taddy
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引用次数: 174

Abstract

We use textual analysis of high-dimensional data from patent documents to create new indicators of technological innovation. We identify significant patents based on textual similarity of a given patent to previous and subsequent work: these patents are distinct from previous work but are related to subsequent innovations. Our measure of patent significance is predictive of future citations and correlates strongly with measures of market value. We identify breakthrough innovations as the most significant patents – those in the right tail of our measure – to construct indices of technological change at the aggregate, sectoral, and firm level. Our technology indices span two centuries (1840-2010) and cover innovation by private and public firms, as well as non-profit organizations and the US government. These indices capture the evolution of technological waves over a long time span and are strong predictors of productivity at the aggregate and sectoral level.
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长期衡量技术创新
我们利用对专利文件中高维数据的文本分析来创建新的技术创新指标。我们根据某项专利与之前和之后工作的文本相似性来识别重要专利:这些专利不同于之前的工作,但与之后的创新相关。我们对专利重要性的衡量标准可以预测未来的引用情况,并与市场价值的衡量标准密切相关。我们将突破性创新确定为最重要的专利--那些处于我们衡量标准右尾部的专利--从而构建了总体、部门和公司层面的技术变化指数。我们的技术指数跨越了两个世纪(1840-2010 年),涵盖了私营和公营企业以及非营利组织和美国政府的创新。这些指数捕捉到了技术浪潮在漫长时间跨度内的演变,是总体和部门层面生产率的有力预测指标。
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