Management Science · 2020 · 316 citations · 31 references
ManagementInnovation ManagementStrategyInnovationTechnology ForecastingText AnalyticsInnovation CapabilityInnovation MetricsPatent AnalysisPatent StrategyBibliometric Measures Of InnovationFirm PerformanceFirm-level Innovation IndicesInnovation-driven GrowthIntellectual Property MetricsLogisticsPatent Text MiningPatents Reporting
We develop a new measure of innovation using the text of analyst reports of S&P 500 firms. Our text-based measure gives a useful description of innovation by firms with and without patenting and R&D (research and development). For nonpatenting firms, the measure identifies innovative firms that adopt novel technologies and innovative business practices (e.g., Walmart’s cross-geography logistics). For patenting firms, the text-based measure strongly correlates with valuable patents, which likely capture true innovation. The text-based measure robustly forecasts greater firm performance and growth opportunities for up to four years, and these value implications hold just as strongly for innovative nonpatenting firms. This paper was accepted by Gustavo Manso, finance.
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Hierarchical Dirichlet Processes
Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · Journal of the American Statistical Association · 2006 · 3.6K citations
Technological Innovation, Resource Allocation, and Growth*
Leonid Kogan, Dimitris Papanikolaou, Amit Seru et al. · The Quarterly Journal of Economics · 2017 · 2.4K citations · Full text