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Cited by 355

The DOI matches its Crossref record; 73 of the 73 references it cites were found in a registry or an index.

A Text-Based Analysis of Corporate Innovation

Open access
Bellstam, Gustaf, Bhagat, Sanjai, Cookson, J. Anthony·2021·Management Science

Abstract

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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Metadata

Authors
Bellstam, G., Bhagat, S., & Cookson, J. A.
Venue
Management Science
Published
2021-07
Volume
67
Issue
7
Pages
4004-4031
ISSN
  • 0025-1909 (ISSN-L)
  • 1526-5501
OpenAlex
W3123359366
Cited by
355
References
73
FWCI
25.08
Type
journal article
Language
en
Open access
green

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CoChat. (2026). Citation check: A Text-Based Analysis of Corporate Innovation. https://app.cochat.ai/papers/10.1287/mnsc.2020.3682
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Bellstam, G., Bhagat, S., & Cookson, J. A. (2021). A Text-Based Analysis of Corporate Innovation. Management Science. https://doi.org/10.1287/mnsc.2020.3682

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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.