IDEAS home Printed from https://ideas.repec.org/a/red/issued/16-19.html
   My bibliography  Save this article

Debt-Market Friction, Firm-specific Knowledge Capital Accumulation and Macroeconomic Implications

Author

Listed:
  • Yicheng Wang

    (University of Oslo)

Abstract

This paper studies research and development (R&D) investment and accumulation of firm-specific knowledge capital (i.e., human capital) in the presence of debt market frictions, highlighting the macroeconomic implications. Empirically, R&D investment and knowledge capital are negatively correlated with debt at the firm level, which is in contrast with the positive relationship between physical investment and firm debt. I propose a new model to account for these facts: Firms accumulate firm-specific knowledge capital through R&D investment. However, knowledge capital - different from physical capital - cannot be used as banking collateral. Firms with high R&D investment opportunities rely more on internal finance and less on external debt. The model is quantitatively consistent with empirical facts along several dimensions. Based on the model, I then study the implications of two industrial policies. A practice that encourages using intellectual property as collateral for bank loans has a relatively small effect. I recommend a policy of tax credits for R&D investment. In fact, this policy can increase output by more than 5% and welfare by more than 3% in the long run. (Copyright: Elsevier)

Suggested Citation

  • Yicheng Wang, 2017. "Debt-Market Friction, Firm-specific Knowledge Capital Accumulation and Macroeconomic Implications," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 26, pages 19-39, October.
    • Handle: RePEc:red:issued:16-19
    DOI: 10.1016/j.red.2017.02.010
    as

    Download full text from publisher

    File URL: https://dx.doi.org/10.1016/j.red.2017.02.010
    Download Restriction: Access to full texts is restricted to ScienceDirect subscribers and institutional members. See https://www.sciencedirect.com/ for details.
    File URL: https://libkey.io/10.1016/j.red.2017.02.010?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Bee Yan Aw & Mark J. Roberts & Daniel Yi Xu, 2011. "R&D Investment, Exporting, and Productivity Dynamics," American Economic Review, American Economic Association, vol. 101(4), pages 1312-1344, June.
    2. Francisco J. Buera & Yongseok Shin, 2013. "Financial Frictions and the Persistence of History: A Quantitative Exploration," Journal of Political Economy, University of Chicago Press, vol. 121(2), pages 221-272.
    3. Thomas Cooley & Ramon Marimon & Vincenzo Quadrini, 2004. "Aggregate Consequences of Limited Contract Enforceability," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 817-847, August.
    4. Aubhik Khan & Julia K. Thomas, 2013. "Credit Shocks and Aggregate Fluctuations in an Economy with Production Heterogeneity," Journal of Political Economy, University of Chicago Press, vol. 121(6), pages 1055-1107.
    5. Thomas W. Bates & Kathleen M. Kahle & René M. Stulz, 2009. "Why Do U.S. Firms Hold So Much More Cash than They Used To?," Journal of Finance, American Finance Association, vol. 64(5), pages 1985-2021, October.
    6. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-248, April.
    7. Zetlin-Jones, Ariel & Shourideh, Ali, 2017. "External financing and the role of financial frictions over the business cycle: Measurement and theory," Journal of Monetary Economics, Elsevier, vol. 92(C), pages 1-15.
    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. Tauchen, George, 1986. "Finite state markov-chain approximations to univariate and vector autoregressions," Economics Letters, Elsevier, vol. 20(2), pages 177-181.
    10. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    11. Bronwyn H. Hall, 2010. "Measuring the Returns to R&D: The Depreciation Problem," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 341-381, National Bureau of Economic Research, Inc.
    12. Vincenzo Quadrini, 2011. "Financial frictions in macroeconomic fluctations," Economic Quarterly, Federal Reserve Bank of Richmond, vol. 97(3Q), pages 209-254.
    13. Alla Lileeva & Daniel Trefler, 2007. "Improved Access to Foreign Markets Raises Plant-Level Productivity ... for Some Plants," NBER Working Papers 13297, National Bureau of Economic Research, Inc.
    14. Rogerson, Richard & Wallenius, Johanna, 2009. "Micro and macro elasticities in a life cycle model with taxes," Journal of Economic Theory, Elsevier, vol. 144(6), pages 2277-2292, November.
    15. Gertler, Mark & Kiyotaki, Nobuhiro, 2010. "Financial Intermediation and Credit Policy in Business Cycle Analysis," Handbook of Monetary Economics, in: Benjamin M. Friedman & Michael Woodford (ed.), Handbook of Monetary Economics, edition 1, volume 3, chapter 11, pages 547-599, Elsevier.
    16. Bernanke, Ben S. & Gertler, Mark & Gilchrist, Simon, 1999. "The financial accelerator in a quantitative business cycle framework," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 21, pages 1341-1393, Elsevier.
    17. Diego Comin & Mark Gertler, 2006. "Medium-Term Business Cycles," American Economic Review, American Economic Association, vol. 96(3), pages 523-551, June.
    18. Carlstrom, Charles T & Fuerst, Timothy S, 1997. "Agency Costs, Net Worth, and Business Fluctuations: A Computable General Equilibrium Analysis," American Economic Review, American Economic Association, vol. 87(5), pages 893-910, December.
    19. Gene M. Grossman & Elhanan Helpman, 1991. "Quality Ladders in the Theory of Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(1), pages 43-61.
    20. Aubhik Khan & Julia K. Thomas, 2008. "Idiosyncratic Shocks and the Role of Nonconvexities in Plant and Aggregate Investment Dynamics," Econometrica, Econometric Society, vol. 76(2), pages 395-436, March.
    21. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    22. Thomas F. Cooley & Vincenzo Quadrini, 2001. "Financial Markets and Firm Dynamics," American Economic Review, American Economic Association, vol. 91(5), pages 1286-1310, December.
    23. King, Robert G & Rebelo, Sergio, 1990. "Public Policy and Economic Growth: Developing Neoclassical Implications," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 126-150, October.
    24. Hall, Bronwyn H., 1992. "Investment and Research and Development at the Firm Level: Does the Source of Financing Matter?," Department of Economics, Working Paper Series qt5j59j6x3, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    25. Ellen R. McGrattan & Edward C. Prescott, 2012. "The Labor Productivity Puzzle," Book Chapters, in: Lee E. Ohanian & John B. Taylor & Ian J. Wright (ed.), Government Policies and the Delayed Economic Recovery, chapter 6, Hoover Institution, Stanford University.
    26. Nick Bloom, 2007. "Uncertainty and the Dynamics of R&D," American Economic Review, American Economic Association, vol. 97(2), pages 250-255, May.
    27. 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.
    28. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    29. Michaelides, Alexander & Ng, Serena, 2000. "Estimating the rational expectations model of speculative storage: A Monte Carlo comparison of three simulation estimators," Journal of Econometrics, Elsevier, vol. 96(2), pages 231-266, June.
    30. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    31. 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.
    32. Andrew Atkeson & Ariel Tomás Burstein, 2010. "Innovation, Firm Dynamics, and International Trade," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 433-484, June.
    33. Urban Jermann & Vincenzo Quadrini, 2012. "Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(1), pages 238-271, February.
    34. repec:fip:fedreq:y:2011:i:3q:p:209-254:n:vol.97no.3 is not listed on IDEAS
    35. 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.).
    36. Basu, Susanto & Fernald, John G, 1997. "Returns to Scale in U.S. Production: Estimates and Implications," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 249-283, April.
    37. Zvi Griliches, 1958. "Research Costs and Social Returns: Hybrid Corn and Related Innovations," Journal of Political Economy, University of Chicago Press, vol. 66(5), pages 419-419.
    38. Berger, Philip G. & Ofek, Eli & Swary, Itzhak, 1996. "Investor valuation of the abandonment option," Journal of Financial Economics, Elsevier, vol. 42(2), pages 257-287, October.
    39. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2011. "Finance and Development: A Tale of Two Sectors," American Economic Review, American Economic Association, vol. 101(5), pages 1964-2002, August.
    40. Ellen R. McGrattan & Edward C. Prescott, 2010. "Unmeasured Investment and the Puzzling US Boom in the 1990s," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 88-123, October.
    41. Robert E. Lucas Jr., 1978. "On the Size Distribution of Business Firms," Bell Journal of Economics, The RAND Corporation, vol. 9(2), pages 508-523, Autumn.
    42. Andrew Atkeson & Patrick J. Kehoe, 2005. "Modeling and Measuring Organization Capital," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 1026-1053, October.
    43. Oliver Hart & John Moore, 1994. "A Theory of Debt Based on the Inalienability of Human Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 841-879.
    44. Jovanovic, Boyan, 1979. "Firm-specific Capital and Turnover," Journal of Political Economy, University of Chicago Press, vol. 87(6), pages 1246-1260, December.
    45. Hall, Bronwyn H. & Hayashi, Fumio, 1989. "Research and Development as an Investment," Department of Economics, Working Paper Series qt8br8d266, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    46. Narayana R. Kocherlakota, 2000. "Creating business cycles through credit constraints," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Sum), pages 2-10.
    47. Mehra, Rajnish & Prescott, Edward C., 1985. "The equity premium: A puzzle," Journal of Monetary Economics, Elsevier, vol. 15(2), pages 145-161, March.
    48. Bessen, James, 2008. "The value of U.S. patents by owner and patent characteristics," Research Policy, Elsevier, vol. 37(5), pages 932-945, June.
    49. Hall, Bronwyn & Van Reenen, John, 2000. "How effective are fiscal incentives for R&D? A review of the evidence," Research Policy, Elsevier, vol. 29(4-5), pages 449-469, April.
    50. Bloom, Nick & Griffith, Rachel & Van Reenen, John, 2002. "Do R&D tax credits work? Evidence from a panel of countries 1979-1997," Journal of Public Economics, Elsevier, vol. 85(1), pages 1-31, July.
    51. Stephen D. Williamson, 1987. "Costly Monitoring, Loan Contracts, and Equilibrium Credit Rationing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 102(1), pages 135-145.
    52. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    53. Julia K. Thomas & Aubhik Khan, 2011. "Default Risk and Aggregate Fluctuations in an Economy with Production Heterogeneity," 2011 Meeting Papers 1333, Society for Economic Dynamics.
    54. King, Robert G. & Plosser, Charles I. & Rebelo, Sergio T., 1988. "Production, growth and business cycles : II. New directions," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 309-341.
    55. Alla Lileeva & Daniel Trefler, 2010. "Improved Access to Foreign Markets Raises Plant-level Productivity…For Some Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1051-1099.
    56. 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.
    57. Urban Jermann & Vincenzo Quadrini, 2012. "Erratum: Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(2), pages 1186-1186, April.
    58. Brown, James R. & Petersen, Bruce C., 2011. "Cash holdings and R&D smoothing," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 694-709, June.
    59. Francisco J. Buera & Benjamin Moll, 2012. "Aggregate Implications of a Credit Crunch," NBER Working Papers 17775, National Bureau of Economic Research, Inc.
    60. Hayashi, Fumio & Inoue, Tohru, 1991. "The Relation between Firm Growth and Q with Multiple Capital Goods: Theory and Evidence from Panel Data on Japanese Firms," Econometrica, Econometric Society, vol. 59(3), pages 731-753, May.
    61. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    62. Unknown, 1986. "Letters," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 1(4), pages 1-9.
    63. King, Robert G. & Plosser, Charles I. & Rebelo, Sergio T., 1988. "Production, growth and business cycles : I. The basic neoclassical model," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 195-232.
    64. Heckman, James J, 1976. "A Life-Cycle Model of Earnings, Learning, and Consumption," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 11-44, August.
    65. Sherwin Rosen, 1982. "Authority, Control, and the Distribution of Earnings," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 311-323, Autumn.
    66. Yoram Ben-Porath, 1967. "The Production of Human Capital and the Life Cycle of Earnings," Journal of Political Economy, University of Chicago Press, vol. 75(4), pages 352-352.
    67. Richard Blundell & Rachel Griffith & John van Reenen, 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 529-554.
    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. Luis Araujo & Qingqing Cao & Raoul Minetti & Pierluigi Murro, 2019. "Credit Crunches, Asset Prices and Technological Change," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 32, pages 153-179, April.
    2. Quadrini, Vincenzo, 2017. "Bank liabilities channel," Journal of Monetary Economics, Elsevier, vol. 89(C), pages 25-44.
    3. Banerjee, Pradip, 2022. "Nature of financial constraints and R&D intensity," Finance Research Letters, Elsevier, vol. 50(C).
    4. Zhang, Haiping, 2022. "Upstream financial flows, intangible investment, and allocative efficiency," Journal of Macroeconomics, Elsevier, vol. 72(C).
    5. Jose Ignacio Lopez & Virginia Olivella, 2018. "The importance of intangible capital for the transmission of financial shocks," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 30, pages 223-238, October.
    6. Luis Araujo & Qingqing Cao & Raoul Minetti & Pierluigi Murro, 2019. "Credit Crunches, Asset Prices and Technological Change," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 32, pages 153-179, April.
    7. 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.

    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. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    2. Di Nola, Alessandro, 2015. "Capital Misallocation during the Great Recession," MPRA Paper 68289, University Library of Munich, Germany.
    3. Ai, Hengjie & Li, Kai & Yang, Fang, 2020. "Financial intermediation and capital reallocation," Journal of Financial Economics, Elsevier, vol. 138(3), pages 663-686.
    4. Sylvain Catherine & Thomas Chaney & Zongbo Huang & David Sraer & David Thesmar, 2022. "Quantifying Reduced‐Form Evidence on Collateral Constraints," Journal of Finance, American Finance Association, vol. 77(4), pages 2143-2181, August.
    5. Shirai, Daichi, 2016. "Persistence and Amplification of Financial Frictions," MPRA Paper 72187, University Library of Munich, Germany.
    6. Marco Bassetto & Marco Cagetti & Mariacristina De Nardi, 2015. "Credit Crunches and Credit Allocation in a Model of Entrepreneurship," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(1), pages 53-76, January.
    7. Ander Perez-Orive & Andrea Caggese, 2017. "Capital Misallocation and Secular Stagnation," 2017 Meeting Papers 382, Society for Economic Dynamics.
    8. Chen, Kaiji & Song, Zheng, 2013. "Financial frictions on capital allocation: A transmission mechanism of TFP fluctuations," Journal of Monetary Economics, Elsevier, vol. 60(6), pages 683-703.
    9. Aubhik Khan & Julia K. Thomas, 2013. "Credit Shocks and Aggregate Fluctuations in an Economy with Production Heterogeneity," Journal of Political Economy, University of Chicago Press, vol. 121(6), pages 1055-1107.
    10. Yicheng Wang, 2015. "Can Wage Dynamics in Long-term Employment Relationships Help Mitigate Financial Shocks?," 2015 Meeting Papers 1189, Society for Economic Dynamics.
    11. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    12. Florian Gerth, 2017. "Allocative efficiency of UK firms during the Great Recession," Studies in Economics 1714, School of Economics, University of Kent.
    13. Joao Ayres & Gajendran Raveendranathan, 2023. "Firm Entry and Exit during Recessions," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 47, pages 47-66, January.
    14. Wu, Guiying Laura, 2018. "Capital misallocation in China: Financial frictions or policy distortions?," Journal of Development Economics, Elsevier, vol. 130(C), pages 203-223.
    15. Zetlin-Jones, Ariel & Shourideh, Ali, 2017. "External financing and the role of financial frictions over the business cycle: Measurement and theory," Journal of Monetary Economics, Elsevier, vol. 92(C), pages 1-15.
    16. Xiao, J., 2016. "Corporate Debt Structure, Precautionary Savings, and Investment Dynamics," Cambridge Working Papers in Economics 1666, Faculty of Economics, University of Cambridge.
    17. Wei Cui, 2017. "Macroeconomic Effects of Delayed Capital Liquidation," Discussion Papers 1719, Centre for Macroeconomics (CFM).
    18. Andrea Ajello, 2016. "Financial Intermediation, Investment Dynamics, and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 106(8), pages 2256-2303, August.
    19. Atkeson, Andrew G. & Eisfeldt, Andrea L. & Weill, Pierre-Olivier, 2017. "Measuring the financial soundness of U.S. firms, 1926–2012," Research in Economics, Elsevier, vol. 71(3), pages 613-635.
    20. Sarte, Pierre-Daniel & Schwartzman, Felipe & Lubik, Thomas A., 2015. "What inventory behavior tells us about how business cycles have changed," Journal of Monetary Economics, Elsevier, vol. 76(C), pages 264-283.

    More about this item

    Keywords

    Research and development investment; Financial friction; Firm-specific Knowledge Capital; Macroeconomic implications;
    All these keywords.

    JEL classification:

    • D53 - Microeconomics - - General Equilibrium and Disequilibrium - - - Financial Markets
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E62 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Fiscal Policy; Modern Monetary Theory
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • H32 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Firm

    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:red:issued:16-19. 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: Christian Zimmermann (email available below). General contact details of provider: https://edirc.repec.org/data/sedddea.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.