IDEAS home Printed from https://ideas.repec.org/a/eee/corfin/v51y2018icp352-373.html
   My bibliography  Save this article

Corporate innovative efficiency: Evidence of effects on credit ratings

Author

Listed:
  • Griffin, Paul A.
  • Hong, Hyun A.
  • Ryou, Ji Woo

Abstract

This study shows that corporate innovation efficiency (IE) as measured by patents filed or cited divided by R&D expenditures improves credit ratings, but this occurs gradually. This gradual response implies that credit rating agencies (CRAs) impose in the near term a higher borrowing cost on innovative firms than their performance and risk characteristics would justify. We predict and confirm that the gradual improvement of credit ratings in response to IE is amplified for firms with more downside risk, with more financial constraints, and with increased sales or cash flows in the years following the IE. These results suggest a predictable response of CRAs to contemporaneous IE information based on economic factors relevant to credit analysis rather than a response based on CRAs' inefficient or biased use of innovation information.

Suggested Citation

  • Griffin, Paul A. & Hong, Hyun A. & Ryou, Ji Woo, 2018. "Corporate innovative efficiency: Evidence of effects on credit ratings," Journal of Corporate Finance, Elsevier, vol. 51(C), pages 352-373.
  • Handle: RePEc:eee:corfin:v:51:y:2018:i:c:p:352-373
    DOI: 10.1016/j.jcorpfin.2018.06.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0929119918302219
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jcorpfin.2018.06.007?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Doron Kliger & Oded Sarig, 2000. "The Information Value of Bond Ratings," Journal of Finance, American Finance Association, vol. 55(6), pages 2879-2902, December.
    2. Mathis, Jérôme & McAndrews, James & Rochet, Jean-Charles, 2009. "Rating the raters: Are reputation concerns powerful enough to discipline rating agencies?," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 657-674, July.
    3. Jonathan B. Berk, 2004. "Valuation and Return Dynamics of New Ventures," The Review of Financial Studies, Society for Financial Studies, vol. 17(1), pages 1-35.
    4. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    5. Bronwyn H. Hall, 2010. "The Financing of Innovative Firms," Review of Economics and Institutions, Università di Perugia, vol. 1(1).
    6. Philippe Aghion & John Van Reenen & Luigi Zingales, 2013. "Innovation and Institutional Ownership," American Economic Review, American Economic Association, vol. 103(1), pages 277-304, February.
    7. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 3-98, Wharton School Rodney L. White Center for Financial Research.
    8. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    9. Miles Livingston & Jie (Diana) Wei & Lei Zhou, 2010. "Moody's and S&P Ratings: Are They Equivalent? Conservative Ratings and Split Rated Bond Yields," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(7), pages 1267-1293, October.
    10. John Bound & Clint Cummins & Zvi Griliches & Bronwyn H. Hall & Adam B. Jaffe, 1984. "Who Does R&D and Who Patents?," NBER Chapters, in: R&D, Patents, and Productivity, pages 21-54, National Bureau of Economic Research, Inc.
    11. Hand, John R M & Holthausen, Robert W & Leftwich, Richard W, 1992. "The Effect of Bond Rating Agency Announcements on Bond and Stock Prices," Journal of Finance, American Finance Association, vol. 47(2), pages 733-752, June.
    12. Amihud, Yakov & Hurvich, Clifford M., 2004. "Predictive Regressions: A Reduced-Bias Estimation Method," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(4), pages 813-841, December.
    13. Hsu, Po-Hsuan & Lee, Hsiao-Hui & Liu, Alfred Zhu & Zhang, Zhipeng, 2015. "Corporate innovation, default risk, and bond pricing," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 329-344.
    14. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    15. Peter Demerjian & Baruch Lev & Sarah McVay, 2012. "Quantifying Managerial Ability: A New Measure and Validity Tests," Management Science, INFORMS, vol. 58(7), pages 1229-1248, July.
    16. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    17. Bronwyn H. Hall, 2005. "Exploring the Patent Explosion," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 35-48, January.
    18. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    19. Albert, M. B. & Avery, D. & Narin, F. & McAllister, P., 1991. "Direct validation of citation counts as indicators of industrially important patents," Research Policy, Elsevier, vol. 20(3), pages 251-259, June.
    20. Walid M. Alissa & Samuel B. Bonsall Iv & Kevin Koharki & Michael W. Penn Jr., 2013. "Firms' use of accounting discretion to influence their credit ratings," Post-Print hal-01069190, HAL.
    21. Josh Lerner & Amit Seru, 2017. "The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond," NBER Working Papers 24053, National Bureau of Economic Research, Inc.
    22. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    23. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    24. Larcker, David F. & Rusticus, Tjomme O., 2010. "On the use of instrumental variables in accounting research," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 186-205, April.
    25. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    26. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    27. Praveen Kumar & Nisan Langberg, 2009. "Corporate fraud and investment distortions in efficient capital markets," RAND Journal of Economics, RAND Corporation, vol. 40(1), pages 144-172, March.
    28. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    29. Louis K. C. Chan & Josef Lakonishok & Theodore Sougiannis, 2001. "The Stock Market Valuation of Research and Development Expenditures," Journal of Finance, American Finance Association, vol. 56(6), pages 2431-2456, December.
    30. Yew Kee Ho & Zhenyu Xu & Chee Meng Yap, 2004. "R&D investment and systematic risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 44(3), pages 393-418, November.
    31. Coles, Jeffrey L. & Daniel, Naveen D. & Naveen, Lalitha, 2006. "Managerial incentives and risk-taking," Journal of Financial Economics, Elsevier, vol. 79(2), pages 431-468, February.
    32. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    33. Laura Xiaolei Liu & Toni M. Whited & Lu Zhang, 2009. "Investment-Based Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1105-1139, December.
    34. Paul H. Jensen & Elizabeth Webster, 2009. "Another Look At The Relationship Between Innovation Proxies," Australian Economic Papers, Wiley Blackwell, vol. 48(3), pages 252-269, September.
    35. Duffie, Darrell & Lando, David, 2001. "Term Structures of Credit Spreads with Incomplete Accounting Information," Econometrica, Econometric Society, vol. 69(3), pages 633-664, May.
    36. Holthausen, Robert W. & Leftwich, Richard W., 1986. "The effect of bond rating changes on common stock prices," Journal of Financial Economics, Elsevier, vol. 17(1), pages 57-89, September.
    37. repec:fth:harver:1473 is not listed on IDEAS
    38. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    39. Dietmar Harhoff & Stefan Wagner, 2009. "The Duration of Patent Examination at the European Patent Office," Management Science, INFORMS, vol. 55(12), pages 1969-1984, December.
    40. Dietmar Harhoff & Francis Narin & F. M. Scherer & Katrin Vopel, 1999. "Citation Frequency And The Value Of Patented Inventions," The Review of Economics and Statistics, MIT Press, vol. 81(3), pages 511-515, August.
    41. Todd A. Gormley & David A. Matsa, 2014. "Common Errors: How to (and Not to) Control for Unobserved Heterogeneity," The Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 617-661.
    42. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    43. Cochrane, John H, 1996. "A Cross-Sectional Test of an Investment-Based Asset Pricing Model," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 572-621, June.
    44. Manuel Trajtenberg & Adam B. Jaffe & Michael S. Fogarty, 2000. "Knowledge Spillovers and Patent Citations: Evidence from a Survey of Inventors," American Economic Review, American Economic Association, vol. 90(2), pages 215-218, May.
    45. Cochrane, John H, 1991. "Production-Based Asset Pricing and the Link between Stock Returns and Economic Fluctuations," Journal of Finance, American Finance Association, vol. 46(1), pages 209-237, March.
    46. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    47. repec:bla:jfinan:v:53:y:1998:i:4:p:1389-1413 is not listed on IDEAS
    48. Lawrence J. White, 2010. "Markets: The Credit Rating Agencies," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 211-226, Spring.
    49. Daniel M. Covitz & Paul Harrison, 2003. "Testing conflicts of interest at bond rating agencies with market anticipation: evidence that reputation incentives dominate," Finance and Economics Discussion Series 2003-68, Board of Governors of the Federal Reserve System (U.S.).
    50. Josh Lerner & Julie Wulf, 2007. "Innovation and Incentives: Evidence from Corporate R&D," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 634-644, November.
    51. Bronwyn Hall & Christian Helmers & Mark Rogers & Vania Sena, 2014. "The Choice between Formal and Informal Intellectual Property: A Review," Journal of Economic Literature, American Economic Association, vol. 52(2), pages 375-423, June.
    52. Edward C. Norton & Hua Wang & Chunrong Ai, 2004. "Computing interaction effects and standard errors in logit and probit models," Stata Journal, StataCorp LP, vol. 4(2), pages 154-167, June.
    53. Lev, Baruch & Sougiannis, Theodore, 1996. "The capitalization, amortization, and value-relevance of R&D," Journal of Accounting and Economics, Elsevier, vol. 21(1), pages 107-138, February.
    54. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    55. Dimitrov, Valentin & Palia, Darius & Tang, Leo, 2015. "Impact of the Dodd-Frank act on credit ratings," Journal of Financial Economics, Elsevier, vol. 115(3), pages 505-520.
    56. Carl Benedikt Frey, 2013. "Intellectual Property Rights and the Financing of Technological Innovation," Books, Edward Elgar Publishing, number 15365.
    57. Paul E. Fischer & Robert E. Verrecchia, 1997. "The Effect of Limited Liability on the Market Response to Disclosure," Contemporary Accounting Research, John Wiley & Sons, vol. 14(3), pages 515-541, September.
    58. Alissa, Walid & Bonsall, Samuel B. & Koharki, Kevin & Penn, Michael W., 2013. "Firms' use of accounting discretion to influence their credit ratings," Journal of Accounting and Economics, Elsevier, vol. 55(2), pages 129-147.
    59. Chava, Sudheer & Oettl, Alexander & Subramanian, Ajay & Subramanian, Krishnamurthy V., 2013. "Banking deregulation and innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 759-774.
    60. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    61. Pakes, Ariel, 1985. "On Patents, R&D, and the Stock Market Rate of Return," Journal of Political Economy, University of Chicago Press, vol. 93(2), pages 390-409, April.
    62. Kathleen M. Kahle & René M. Stulz, 2017. "Is the US Public Corporation in Trouble?," Journal of Economic Perspectives, American Economic Association, vol. 31(3), pages 67-88, Summer.
    63. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    64. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-128, Spring.
    65. James R. Brown & Gustav Martinsson & Bruce C. Petersen, 2013. "Law, Stock Markets, and Innovation," Journal of Finance, American Finance Association, vol. 68(4), pages 1517-1549, August.
    66. Ashbaugh-Skaife, Hollis & Collins, Daniel W. & LaFond, Ryan, 2006. "The effects of corporate governance on firms' credit ratings," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 203-243, October.
    67. C. Elizabeth Plummer & Senyo Y. Tse, 1999. "The Effect of Limited Liability on the Informativeness of Earnings: Evidence from the Stock and Bond Markets," Contemporary Accounting Research, John Wiley & Sons, vol. 16(3), pages 541-574, September.
    68. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    69. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    70. Bushman, Robert M. & Smith, Abbie J., 2001. "Financial accounting information and corporate governance," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 237-333, December.
    71. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    72. Cantor, Richard & Packer, Frank, 1997. "Differences of opinion and selection bias in the credit rating industry," Journal of Banking & Finance, Elsevier, vol. 21(10), pages 1395-1417, October.
    73. Wagenhofer, Alfred, 1990. "Voluntary disclosure with a strategic opponent," Journal of Accounting and Economics, Elsevier, vol. 12(4), pages 341-363, March.
    74. Bercedis Peterson & Frank E. Harrell, 1990. "Partial Proportional Odds Models for Ordinal Response Variables," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 39(2), pages 205-217, June.
    75. Pogue, Thomas F. & Soldofsky, Robert M., 1969. "What's in a Bond Rating*," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 4(2), pages 201-228, June.
    76. Anne Marie Knott, 2008. "R& D/Returns Causality: Absorptive Capacity or Organizational IQ," Management Science, INFORMS, vol. 54(12), pages 2054-2067, December.
    77. Lauren Cohen & Karl Diether & Christopher Malloy, 2013. "Misvaluing Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 635-666.
    78. Czarnitzki, Dirk & Kraft, Kornelius, 2004. "Innovation indicators and corporate credit ratings: evidence from German firms," Economics Letters, Elsevier, vol. 82(3), pages 377-384, March.
    79. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 03-98, Wharton School Rodney L. White Center for Financial Research.
    80. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    81. West, Rr, 1970. "Alternative Approach To Predicting Corporate Bond Ratings," Journal of Accounting Research, Wiley Blackwell, vol. 8(1), pages 118-125.
    82. Pinches, George E & Mingo, Kent A, 1973. "A Multivariate Analysis of Industrial Bond Ratings," Journal of Finance, American Finance Association, vol. 28(1), pages 1-18, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Rui & Yang, Shijie, 2023. "Credit ratings and firm innovation: Evidence from sovereign downgrades," Journal of Banking & Finance, Elsevier, vol. 148(C).
    2. Halabi, Hussein & Alshehabi, Ahmad & Wood, Geoffrey & Khan, Zaheer & Afrifa, Godfred, 2021. "The impact of international diversification on credit scores: Evidence from the UK," International Business Review, Elsevier, vol. 30(6).
    3. Bhandari, Avishek & Golden, Joanna, 2021. "CEO political preference and credit ratings," Journal of Corporate Finance, Elsevier, vol. 68(C).
    4. Jaspreet Kaur & Madhu Vij & Ajay Kumar Chauhan, 2023. "Signals influencing corporate credit ratings—a systematic literature review," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 50(1), pages 91-114, March.
    5. Carlo Alberto Magni & Stefano Malagoli & Andrea Marchioni & Giovanni Mastroleo, 2020. "Rating firms and sensitivity analysis," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 71(12), pages 1940-1958, December.
    6. Brasch, Annika & Eierle, Brigitte & Jarvis, Robin, 2022. "Research and development investments, development costs capitalization, and credit ratings: Exploratory evidence from UK R&D-active private firms," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 48(C).
    7. Andriosopoulos, Dimitris & Czarnowski, Pawel & Marshall, Andrew, 2023. "Do corporate lawyers matter? Evidence from patents," Journal of Corporate Finance, Elsevier, vol. 83(C).
    8. Dang, Man & Puwanenthiren, Premkanth & Jones, Edward & Nguyen, Thieu Quang & Vo, Xuan Vinh & Nadarajah, Sivathaasan, 2022. "Strategic archetypes, credit ratings, and cost of debt," Economic Modelling, Elsevier, vol. 114(C).
    9. Goergen, Marc & Gounopoulos, Dimitrios & Koutroumpis, Panagiotis, 2021. "Do multiple credit ratings reduce money left on the table? Evidence from U.S. IPOs," Journal of Corporate Finance, Elsevier, vol. 67(C).
    10. Hedy Jiaying Huang & Ahsan Habib & Sophia Li Sun & Ying Liu & Huiting Guo, 2021. "Financial reporting and corporate innovation: a review of the international literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(4), pages 5439-5499, December.
    11. Xuemeng Guo & Ke Guo & Hanzhong Zheng, 2023. "Industrial Agglomeration and Enterprise Innovation Sustainability: Empirical Evidence from the Chinese A-Share Market," Sustainability, MDPI, vol. 15(15), pages 1-26, July.
    12. Liu, Duan & Li, Zhiyuan & He, Hongbo & Hou, Wenxuan, 2021. "The determinants of R&D smoothing with asset sales: Evidence from R&D-intensive firms in China," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 76-93.
    13. Jiang, Cuiqing & Zhou, Yiru & Chen, Bo, 2023. "Mining semantic features in patent text for financial distress prediction," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    14. Li, Wanli & Lai, Yin & Wang, Chaohui & Tan, Bowen, 2022. "How do emerging debt market participants recognize firm internationalization?Evidence from effects on credit ratings," Emerging Markets Review, Elsevier, vol. 53(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Giau Bui, Dien & Chen, Yehning & Lin, Chih-Yung & Lin, Tse-Chun, 2021. "Risk-taking of bank CEOs and corporate innovation," Journal of International Money and Finance, Elsevier, vol. 115(C).
    2. Hsu, Po-Hsuan & Lee, Hsiao-Hui & Liu, Alfred Zhu & Zhang, Zhipeng, 2015. "Corporate innovation, default risk, and bond pricing," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 329-344.
    3. Mukherjee, Abhiroop & Singh, Manpreet & Žaldokas, Alminas, 2017. "Do corporate taxes hinder innovation?," Journal of Financial Economics, Elsevier, vol. 124(1), pages 195-221.
    4. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    5. Lily Nguyen & Le Vu & Xiangkang Yin, 2021. "Share repurchases and firm innovation," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 1665-1695, April.
    6. David Hirshleifer & Po-Hsuan Hsu & Dongmei Li, 2018. "Innovative Originality, Profitability, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2553-2605.
    7. Yang, Huan, 2021. "Institutional dual holdings and risk-shifting: Evidence from corporate innovation," Journal of Corporate Finance, Elsevier, vol. 70(C).
    8. Blanco, Iván & Wehrheim, David, 2017. "The bright side of financial derivatives: Options trading and firm innovation," Journal of Financial Economics, Elsevier, vol. 125(1), pages 99-119.
    9. Nguyen, Justin Hung & Qiu, Buhui, 2022. "Right-to-Work laws and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 76(C).
    10. Chen, Sheng-Syan & Chen, Yan-Shing & Liang, Woan-lih & Wang, Yanzhi, 2020. "Public R&D spending and cross-sectional stock returns," Research Policy, Elsevier, vol. 49(1).
    11. Acharya, Viral & Xu, Zhaoxia, 2017. "Financial dependence and innovation: The case of public versus private firms," Journal of Financial Economics, Elsevier, vol. 124(2), pages 223-243.
    12. Tu Nguyen & Jing Zhao, 2021. "Industry tournament incentives and corporate innovation," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(9-10), pages 1797-1845, October.
    13. Goldman, Jim & Peress, Joel, 2023. "Firm R&D and financial analysis: How do they interact?," Journal of Financial Intermediation, Elsevier, vol. 53(C).
    14. Heller, David, 2024. "Financial market integration and the effects of financing constraints on innovation," Research Policy, Elsevier, vol. 53(4).
    15. Hasan, Iftekhar & (Stan) Hoi, Chun-Keung & Wu, Qiang & Zhang, Hao, 2020. "Is social capital associated with corporate innovation? Evidence from publicly listed firms in the U.S," Journal of Corporate Finance, Elsevier, vol. 62(C).
    16. Chung, Y. Peter & Hong, Hyun A. & Kim, S. Thomas, 2019. "What causes the asymmetric correlation in stock returns?," Journal of Empirical Finance, Elsevier, vol. 54(C), pages 190-212.
    17. Tseng, Kevin, 2022. "Learning from the Joneses: Technology spillover, innovation externality, and stock returns," Journal of Accounting and Economics, Elsevier, vol. 73(2).
    18. Gerald J. Lobo & Yuan Xie & Joseph H. Zhang, 2018. "Innovation, financial reporting quality, and audit quality," Review of Quantitative Finance and Accounting, Springer, vol. 51(3), pages 719-749, October.
    19. Stephen Glaeser & Jeremy Michels & Robert E. Verrecchia, 2020. "Discretionary disclosure and manager horizon: evidence from patenting," Review of Accounting Studies, Springer, vol. 25(2), pages 597-635, June.
    20. Bai, Qing & Tian, Shaonan, 2020. "Innovate or die: Corporate innovation and bankruptcy forecasts," Journal of Empirical Finance, Elsevier, vol. 59(C), pages 88-108.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:corfin:v:51:y:2018:i:c:p:352-373. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jcorpfin .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.