A Text-Based Analysis of Corporate Innovation

References

• Agarwal S , Gupta S , Israelsen RD (2016) Public and private information: Firm disclosure, sec letters, and the JOBS Act. Working paper, National University of Singapore, Singapore.Google Scholar
• Asquith P , Mikhail MB , Au AS (2005) Information content of equity analyst reports. J. Financial Econom. 75(2):245–282.Crossref, Google Scholar
• Blei DM , Ng AY , Jordan MI (2003) Latent Dirichlet allocation. J. Machine Learning Res. 3:993–1022.Google Scholar
• Bodnaruk A , Loughran T , McDonald B (2015) Using 10-K text to gauge financial constraints. J. Financial Quant. Anal. 50(4):623–646.Crossref, Google Scholar
• Boudoukh J , Feldman R , Kogan S , Richardson M (2013) Which news moves stock prices? A textual analysis. NBER Working Paper 18725, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Brown JR , Fazzari SM , Petersen BC (2009) Financing innovation and growth: Cash flow, external equity and the 1990s R&D boom. J. Finance 64(1):151–185.Crossref, Google Scholar
• Cohen L , Frazzini A (2008) Economic links and predictable returns. J. Finance 63(4):1977–2011.Crossref, Google Scholar
• Cohen L , Diether K , Malloy C (2013) Misvaluing innovation. Rev. Financial Stud. 26(3):635–666.Crossref, Google Scholar
• Cohen L , Gurun U , Kominers SD (2019) Patent trolls: Evidence from targeted firms. Management Sci. 65(12):5449–5956.Google Scholar
• Cohen L , Malloy C , Nguyen QH (2020) Lazy prices. J. Finance 75(3):1371–1415.Google Scholar
• Custódio C , Ferreira MA , Matos P (2013) Generalists vs. specialists: Lifetime work experience and CEO pay. J. Financial Econom. 108(2):471–492.Crossref, Google Scholar
• Custódio C , Ferreira MA , Matos P (2019) Do general managerial skills spur innovation? Management Sci. 65(2):459–476.Link, Google Scholar
• Dougal C , Engelberg J , Garcia D , Parsons CA (2012) Journalists and the stock market. Rev. Financial Stud. 25(3):639–679.Crossref, Google Scholar
• Drucker P (1985) Innovation and Entrepreneurship: Practice and Principles (Butterworth Heinemann, Boston).Google Scholar
• Edmans A , Garcia D , Norli Ø (2007) Sports sentiment and stock returns. J. Finance 62(4):1967–1998.Crossref, Google Scholar
• Frésard L , Hoberg G , Phillips GM (2020) Innovation activities and the incentives for vertical acquisitions and integration. Rev. Financial Stud. Forthcoming.Google Scholar
• Galasso A , Schankerman M (2015) Patents rights and innovation by small and large firms. Working paper, University of Toronto, Toronto.Google Scholar
• Ganglmair B , Wardlaw M (2017) Complexity, standardization, and the design of loan agreements. Working paper, ZEW–Leibniz Centre for European Economic Research, Mannheim, Germany.Google Scholar
• Garcia D (2013) Sentiment during recessions. J. Finance 68(3):1267–1300.Crossref, Google Scholar
• Goldsmith-Pinkham P , Hirtle B , Lucca D (2016) Parsing the content of bank supervision. FRBNY Staff Report 770, Federal Reserve Bank of New York, New York.Google Scholar
• Grennan JA (2013) A corporate culture channel: How increased shareholder governance reduces firm value. Working paper, Duke University, Durham, NC.Google Scholar
• Hall B , Helmers C , Rogers M , Sena V (2014) The choice between formal and informal intellectual property: A review. J. Econom. Lit. 52(2):375–423.Crossref, Google Scholar
• Hall BH (1990) The impact of corporate restructuring on industrial research and development. Brookings Papers on Economic Activity: Microeconomics 1990:85–135.Google Scholar
• Hall BH , Mairesse J , Mohnen P (2010) Measuring the returns to R&D. Hall BH, Rosenberg N, eds. Handbook of the Economics of Innovation, vol. 2 (Elsevier, Amsterdam), 1033–1082.Google Scholar
• Hanley KW , Hoberg G (2010) The information content of IPO prospectuses. Rev. Financial Stud. 23(7):2821–2864.Crossref, Google Scholar
• Harvey CR , Liu Y , Zhu H (2016) …And the cross-section of expected returns. Rev. Financial Stud. 29(1):5–68.Crossref, Google Scholar
• He J , Tian X (2013) The dark side of analyst coverage: The case of innovation. J. Financial Econom. 109(3):856–878.Crossref, Google Scholar
• Hoberg G , Lewis C (2017) Do fraudulent firms produce abnormal disclosure? J. Corporate Finance 43:58–85.Crossref, Google Scholar
• Hoberg G , Maksimovic V (2015) Redefining financial constraints: A text-based analysis. Rev. Financial Stud. 28(5):1312–1352.Crossref, Google Scholar
• Hoberg G , Phillips GM (2016) Text-based network industries and endogenous product differentiation. J. Polit. Econom. 124(5):1423–1465.Crossref, Google Scholar
• Hoberg G , Phillips G , Prabhala N (2014) Product market threats, payouts, and financial flexibility. J. Finance 69(1):293–324.Crossref, Google Scholar
• Huang A , Zang A , Zheng R (2014) Evidence on the information content of text in analyst reports. Accounting Rev. 89(6):2151–2180.Crossref, Google Scholar
• Huang A , Lehavy R , Zang A , Zheng R (2015) Analyst information discovery and interpretation roles: A topic modeling approach. Working paper, Hong Kong University of Science and Technology, Hong Kong.Google Scholar
• Israelsen RD (2014) Tell it like it is: Disclosed risks and factor portfolios. Working paper, Michigan State University, East Lansing, MI.Google Scholar
• Jegadeesh N , Wu D (2017) Deciphering Fedspeak: The information content of FOMC meetings. Working paper, Emory University, Atlanta.Google Scholar
• Knott AM (2008) R&D/returns causality: Absorptive capacity or organizational IQ. Manage. Sci. 54(12):2054–2067.Link, Google Scholar
• Kogan L , Papanikolaou D , Seru A , Stoffman N (2017) Technological innovation, resource allocation, and growth. Quart. J. Econom. 132(2):665–712.Crossref, Google Scholar
• Kuznets S , Murphy JT (1966) Modern Economic Growth: Rate, Structure, and Spread , vol. 2 (Yale University Press, New Haven, CT).Google Scholar
• Loh RK , Mian GM (2006) Do accurate earnings forecasts facilitate superior investment recommendations? J. Financial Econom. 80(2):455–483.Crossref, Google Scholar
• Loughran T , McDonald B (2011) When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks. J. Finance 66(1):35–65.Crossref, Google Scholar
• Lowry M , Michaely R , Volkova E (2020) Information revelation through regulatory process: Interactions between the SEC and companies ahead of the IPO. Rev. Financial Stud. Forthcoming.Google Scholar
• Mann W (2018) Creditor rights and innovation: Evidence from patent collateral. J. Financial Econom. 130(1):25–47.Google Scholar
• Moser P (2012) Innovation without patents: Evidence from world’s fairs. J. Law Econom. 55(1):43–74.Crossref, Google Scholar
• Mukherjee A , Singh M , Zaldokas A (2017) Do corporate taxes hinder innovation? J. Financial Econom. 124(1):195–221.Crossref, Google Scholar
• Muslu V , Radhakrishnan S , Subramanyam K , Lim D (2015) Forward-looking MD&A disclosures and the information environment. Management Sci. 61(5):931–948.Link, Google Scholar
• Nordhaus WD (1969) An economic theory of technological change. Amer. Econom. Rev. 59(2):18–28.Google Scholar
• Saidi F , Zaldokas A (2020) Patents as substitutes for relationships. Management Sci. Forthcoming.Google Scholar
• Schumpeter JA (1934) The Theory of Economic Development: An Inquiry into Profits, Credit, Interest, and the Business Cycle (Transaction Publishers, Piscataway, NJ).Google Scholar
• Schumpeter JA (1939) Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process (McGraw-Hill, New York).Google Scholar
• Swem N (2014) Information in financial markets: Who gets it first? FEDS Working Paper No. 2017-023, Federal Reserve Board, Washington, DC.Google Scholar
• Teh YW , Jordan MI , Beal MJ , Blei DM (2006) Hierarchical Dirichlet process. J. Amer. Statist. Assoc. 101(476):1566–1581.Crossref, Google Scholar
• Tian X (2012) The role of venture capital syndication in value creation for entrepreneurial firms. Rev. Finance 16(1):245–283.Crossref, Google Scholar
• Tian X , Wang TY (2014) Tolerance for failure and corporate innovation. Rev. Financial Stud. 27(1):211–255.Crossref, Google Scholar
• Tidd J , Bessant J , Pavitt K (2005) Managing Innovation: Integrating Technological, Market and Organizational Change (John Wiley & Sons, New York).Google Scholar
• Trajtenberg M (1990) A penny for your quotes: Patent citations and the value of innovations. RAND J. Econom. 21(1):172–187.Crossref, Google Scholar
• Tucker C (2014) Patent trolls and technology diffusion: The case of medical imaging. Working paper, Massachusetts Institute of Technology, Cambridge, MA.Google Scholar
• Twedt B , Rees L (2012) Reading between the lines: An empirical examination of qualitative attributes of financial analysts’ reports. J. Accounting Public Policy 31(1):1–21.Crossref, Google Scholar
• Welch I (2008) Corporate Finance: An Introduction (Prentice-Hall, Upper Saddle River, NJ).Google Scholar
• Wooldridge JM (2003) Introductory Econometrics: A Modern Approach , 2nd ed. (Southwestern Publishing/Thompson Learning, Mason, OH).Google Scholar