IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/25960.html
   My bibliography  Save this paper

Measuring Intangible Capital with Market Prices

Author

Listed:
  • Michael Ewens
  • Ryan H. Peters
  • Sean Wang

Abstract

Accounting standards prohibit internally created knowledge and organizational capital from being disclosed on firm balance sheets. As a result, balance sheets exhibit downward biases that have become exacerbated by increasing levels of intangible investments. To offset these biases, researchers must estimate the value of these off-balance sheet intangibles by capitalizing prior flows of R&D and SG&A. In doing so, a set of capitalization parameters must be assumed, i.e., the R&D depreciation rate and the fraction of SG&A that represents a long-lived asset. We estimate these parameters using market prices from firm exits and use them to capitalize intangibles for a comprehensive panel of firms from 1978-2017. We then use a series of validation tests to examine the performance of our intangible capital stocks versus those developed from commonly used parameters. On average, our estimates of intangible capital are 15% smaller than estimates from status-quo parameters while exhibiting larger variation across industry. Intangible capital stocks derived from exit price parameters outperform existing measures when explaining market enterprise values and identifying human capital risk. Adjusting book values with exit-based intangible capital stocks markedly attenuates well-documented biases in market-to-book and return on equity ratios while increasing the precision of the HML asset pricing factor. We conclude that our capitalization parameters create intangible stocks that perform equal to or better than status-quo measures in various applications.

Suggested Citation

  • Michael Ewens & Ryan H. Peters & Sean Wang, 2019. "Measuring Intangible Capital with Market Prices," NBER Working Papers 25960, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:25960
    Note: CF PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w25960.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Bhagat, Sanjai & Dong, Ming & Hirshleifer, David & Noah, Robert, 2005. "Do tender offers create value? New methods and evidence," Journal of Financial Economics, Elsevier, vol. 76(1), pages 3-60, April.
    2. Robert E. Hall, 2001. "The Stock Market and Capital Accumulation," American Economic Review, American Economic Association, vol. 91(5), pages 1185-1202, December.
    3. Cockburn, Iain & Griliches, Zvi, 1988. "Industry Effects and Appropriability Measures in the Stock Market's Valuation of R&D and Patents," American Economic Review, American Economic Association, vol. 78(2), pages 419-423, May.
    4. Williamson, Oliver E, 1988. " Corporate Finance and Corporate Governance," Journal of Finance, American Finance Association, vol. 43(3), pages 567-591, July.
    5. Shleifer, Andrei & Vishny, Robert W, 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Journal of Finance, American Finance Association, vol. 47(4), pages 1343-1366, September.
    6. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    7. Gordon M. Phillips & Alexei Zhdanov, 2013. "R&D and the Incentives from Merger and Acquisition Activity," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 34-78.
    8. 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.
    9. repec:oup:rfinst:v:26:y::i:1:p:34-78 is not listed on IDEAS
    10. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    11. 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.
    12. Xiaolan Zhang, 2014. "Who Bears Firm-Level Risk? Implications for Cash Flow Volatility," 2014 Meeting Papers 184, Society for Economic Dynamics.
    13. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1, March.
    14. Daron Acemoglu & Ufuk Akcigit & Harun Alp & Nicholas Bloom & William Kerr, 2018. "Innovation, Reallocation, and Growth," American Economic Review, American Economic Association, vol. 108(11), pages 3450-3491, November.
    15. Kent Daniel & Sheridan Titman, 2006. "Market Reactions to Tangible and Intangible Information," Journal of Finance, American Finance Association, vol. 61(4), pages 1605-1643, August.
    16. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    17. Li, Peixin & Li, Frank Weikai & Wang, Baolian & Zhang, Zilong, 2018. "Acquiring organizational capital," Finance Research Letters, Elsevier, vol. 25(C), pages 30-35.
    18. Frederico Belo & Xiaoji Lin & Maria Ana Vitorino, 2014. "Brand Capital and Firm Value," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 17(1), pages 150-169, January.
    19. Antonio Falato & Dalida Kadyrzhanova & Jae W. Sim, 2013. "Rising intangible capital, shrinking debt capacity, and the US corporate savings glut," Finance and Economics Discussion Series 2013-67, Board of Governors of the Federal Reserve System (U.S.).
    20. Wendy C. Y. Li & Bronwyn H. Hall, 2020. "Depreciation of Business R&D Capital," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(1), pages 161-180, March.
    21. Mann, William, 2018. "Creditor rights and innovation: Evidence from patent collateral," Journal of Financial Economics, Elsevier, vol. 130(1), pages 25-47.
    22. Germán Gutiérrez & Thomas Philippon, 2017. "Investmentless Growth: An Empirical Investigation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(2 (Fall)), pages 89-190.
    23. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Introduction to "Measuring Capital in the New Economy"," NBER Chapters, in: Measuring Capital in the New Economy, pages 1-10, National Bureau of Economic Research, Inc.
    24. Carol A. Corrado & Charles R. Hulten, 2010. "How Do You Measure a "Technological Revolution"?," American Economic Review, American Economic Association, vol. 100(2), pages 99-104, May.
    25. Baruch Lev & Suresh Radhakrishnan, 2005. "The Valuation of Organization Capital," NBER Chapters, in: Measuring Capital in the New Economy, pages 73-110, National Bureau of Economic Research, Inc.
    26. Rhodes-Kropf, Matthew & Robinson, David T. & Viswanathan, S., 2005. "Valuation waves and merger activity: The empirical evidence," Journal of Financial Economics, Elsevier, vol. 77(3), pages 561-603, September.
    27. Andrea L. Eisfeldt & Dimitris Papanikolaou, 2013. "Organization Capital and the Cross-Section of Expected Returns," Journal of Finance, American Finance Association, vol. 68(4), pages 1365-1406, August.
    28. 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.
    29. Lev, B & Zarowin, P, 1999. "The boundaries of financial reporting and how to extend them," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 353-385.
    30. Li, Kai & Qiu, Buhui & Shen, Rui, 2018. "Organization Capital and Mergers and Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(4), pages 1871-1909, August.
    31. Ariel Pakes & Mark Schankerman, 1984. "The Rate of Obsolescence of Patents, Research Gestation Lags, and the Private Rate of Return to Research Resources," NBER Chapters, in: R&D, Patents, and Productivity, pages 73-88, National Bureau of Economic Research, Inc.
    32. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    33. repec:zbw:bofrdp:2013_022 is not listed on IDEAS
    34. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    35. Allan C. Eberhart & William F. Maxwell & Akhtar R. Siddique, 2004. "An Examination of Long-Term Abnormal Stock Returns and Operating Performance Following R&D Increases," Journal of Finance, American Finance Association, vol. 59(2), pages 623-650, April.
    36. 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.
    37. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    38. Eckbo, B. Espen (ed.), 2008. "Handbook of Empirical Corporate Finance SET," Elsevier Monographs, Elsevier, edition 1, number 9780444532657.
    39. Jan Bena & Kai Li, 2014. "Corporate Innovations and Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 69(5), pages 1923-1960, October.
    40. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
    41. Arthur Korteweg, 2010. "The Net Benefits to Leverage," Journal of Finance, American Finance Association, vol. 65(6), pages 2137-2170, December.
    42. Charles R. Hulten & Xiaohui Hao, 2008. "What is a Company Really Worth? Intangible Capital and the "Market to Book Value" Puzzle," NBER Working Papers 14548, National Bureau of Economic Research, Inc.
    43. Vojislav Maksimovic & Gordon Phillips, 2001. "The Market for Corporate Assets: Who Engages in Mergers and Asset Sales and Are There Efficiency Gains?," Journal of Finance, American Finance Association, vol. 56(6), pages 2019-2065, December.
    44. Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
    45. Bernstein, Jeffrey I. & Nadiri, M. Ishaq, 1988. "Interindustry R&D, Rates of Return and Production in High-Tech Industries," Working Papers 88-04, C.V. Starr Center for Applied Economics, New York University.
    46. Roll, Richard, 1986. "The Hubris Hypothesis of Corporate Takeovers," The Journal of Business, University of Chicago Press, vol. 59(2), pages 197-216, April.
    47. Bernstein, Jeffrey I & Nadiri, M Ishaq, 1988. "Interindustry R&D Spillovers, Rates of Return, and Production in High-Tech Industries," American Economic Review, American Economic Association, vol. 78(2), pages 429-434, May.
    48. 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.
    49. Nicolas Crouzet & Janice C. Eberly, 2019. "Understanding Weak Capital Investment: the Role of Market Concentration and Intangibles," NBER Working Papers 25869, National Bureau of Economic Research, Inc.
    50. Bernstein, Jeffrey I. & Mamuneas, Theofanis P., 2006. "R&D depreciation, stocks, user costs and productivity growth for US R&D intensive industries," Structural Change and Economic Dynamics, Elsevier, vol. 17(1), pages 70-98, January.
    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. David M. Byrne, 2022. "The Digital Economy and Productivity," Finance and Economics Discussion Series 2022-038, Board of Governors of the Federal Reserve System (U.S.).
    2. Sebastian Dyrda & Guangbin Hong & Joseph B Steinberg, 2022. "A Macroeconomic Perspective on Taxing Multinational Enterprises," Working Papers tecipa-731, University of Toronto, Department of Economics.
    3. Ewens, Michael & Xiao, Kairong & Xu, Ting, 2020. "Regulatory Costs of Being Public: Evidence from Bunching Estimation," SocArXiv pdv8n, Center for Open Science.
    4. Angelos A. Antzoulatos & Dimitris Karanastasis & Thomas Syrmos, 2022. "The Puzzling Convergence of Intangible Investments," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 28(3), pages 171-182, November.
    5. Kristof Van Criekingen & Carter Bloch & Carita Eklund, 2022. "Measuring intangible assets—A review of the state of the art," Journal of Economic Surveys, Wiley Blackwell, vol. 36(5), pages 1539-1558, December.
    6. Döttling, Robin & Ratnovski, Lev, 2023. "Monetary policy and intangible investment," Journal of Monetary Economics, Elsevier, vol. 134(C), pages 53-72.
    7. Grieser, William & Maturana, Gonzalo & Spyridopoulos, Ioannis & Truffa, Santiago, 2022. "Agglomeration, knowledge spillovers, and corporate investment," Journal of Corporate Finance, Elsevier, vol. 77(C).
    8. Bruno Pellegrino, 2023. "Product Differentiation and Oligopoly: A Network Approach," CESifo Working Paper Series 10244, CESifo.
    9. Bruno Albuquerque, 2021. "Corporate debt booms, financial constraints, and the investment nexus," CeBER Working Papers 2021-08, Centre for Business and Economics Research (CeBER), University of Coimbra.
    10. Patel, Pankaj C. & Oghazi, Pejvak & Arunachalam, S., 2023. "Does consumer privacy act influence firm performance in the retail industry? Evidence from a US state-level law change," Journal of Business Research, Elsevier, vol. 162(C).
    11. King Carl Tornam Duho, 2022. "Intangibles, Intellectual Capital, and the Performance of Listed Non-Financial Services Firms in West Africa: A Cross-Country Analysis," Merits, MDPI, vol. 2(3), pages 1-25, June.

    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. Mamun, Abdullah & Mishra, Dev & Zhan, Lei, 2021. "The value of intangible capital transfer in mergers," Journal of Economics and Business, Elsevier, vol. 117(C).
    2. M. D. Beneish & C. R. Harvey & A. Tseng & P. Vorst, 2022. "Unpatented innovation and merger synergies," Review of Accounting Studies, Springer, vol. 27(2), pages 706-744, June.
    3. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
    4. Nguyen, Phuong-Anh & Kecskés, Ambrus, 2020. "Do technology spillovers affect the corporate information environment?," Journal of Corporate Finance, Elsevier, vol. 62(C).
    5. Wen Chen & Robert Inklaar, 2016. "Productivity spillovers of organization capital," Journal of Productivity Analysis, Springer, vol. 45(3), pages 229-245, June.
    6. 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).
    7. Theissen, Erik & Zimmermann, Lukas, 2020. "Do contented customers make shareholders wealthy? Implications of intangibles for security pricing," CFR Working Papers 20-12, University of Cologne, Centre for Financial Research (CFR).
    8. Debarati Bhattacharya & Wei-Hsien Li, 2020. "Wealth effects of relative firm value in M&A deals: reallocation of physical versus intangible assets," Review of Quantitative Finance and Accounting, Springer, vol. 55(4), pages 1513-1548, November.
    9. Luminita Enache & Anup Srivastava, 2018. "Should Intangible Investments Be Reported Separately or Commingled with Operating Expenses? New Evidence," Management Science, INFORMS, vol. 64(7), pages 3446-3468, July.
    10. Tseng, Kevin, 2022. "Learning from the Joneses: Technology spillover, innovation externality, and stock returns," Journal of Accounting and Economics, Elsevier, vol. 73(2).
    11. Bai, Qing & Tian, Shaonan, 2020. "Innovate or die: Corporate innovation and bankruptcy forecasts," Journal of Empirical Finance, Elsevier, vol. 59(C), pages 88-108.
    12. Po-Hsuan Hsu & Dongmei Li & Qin Li & Siew Hong Teoh & Kevin Tseng, 2022. "Valuation of New Trademarks," Management Science, INFORMS, vol. 68(1), pages 257-279, January.
    13. Levine, Oliver, 2017. "Acquiring growth," Journal of Financial Economics, Elsevier, vol. 126(2), pages 300-319.
    14. Luisito Bertinelli & Arnaud Bourgain & Florian Léon, 2020. "Corruption and tax compliance: evidence from small retailers in Bamako, Mali," Applied Economics Letters, Taylor & Francis Journals, vol. 27(5), pages 366-370, March.
    15. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    16. 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.
    17. Belo, Frederico & Gala, Vito D. & Salomao, Juliana & Vitorino, Maria Ana, 2022. "Decomposing firm value," Journal of Financial Economics, Elsevier, vol. 143(2), pages 619-639.
    18. Chen, Sheng-Syan & Kao, Wei-Chuan & Wang, Yanzhi, 2021. "Tax policy and innovation performance: Evidence from enactment of the alternative simplified credit," Journal of Banking & Finance, Elsevier, vol. 125(C).
    19. Sudip Datta & Anand Jha & Manoj Kulchania, 2020. "On accounting’s twenty-first century challenge: evidence on the relation between intangible assets and audit fees," Review of Quantitative Finance and Accounting, Springer, vol. 55(1), pages 123-162, July.
    20. Chan, Konan & Guo, Re-Jin J. & Wang, Yanzhi A. & Yang, Hsiao-Lin, 2022. "Organization capital and analyst coverage," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 81-105.

    More about this item

    JEL classification:

    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:nbr:nberwo:25960. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.