IDEAS home Printed from https://ideas.repec.org/a/eee/jfinec/v133y2019i2p251-272.html
   My bibliography  Save this article

Why did the q theory of investment start working?

Author

Listed:
  • Andrei, Daniel
  • Mann, William
  • Moyen, Nathalie

Abstract

We show that the relation between aggregate investment and Tobin’s q has become remarkably tight in recent years, contrasting with earlier times. We connect this change with the growing empirical dispersion in Tobin’s q, which we show both in the cross-section and the time series. To study the source of this dispersion, we augment a standard investment model with two distinct mechanisms related to firms’ research activities: innovations and learning. Both innovation jumps in cash flows and the frequent updating of beliefs about future cash flows endogenously amplify volatility in the firm’s value function. Perhaps counterintuitively, the investment-q regression works better for research-intensive industries, a growing segment of the economy, despite their greater stock of intangible assets. We confirm the model’s predictions in the data, and we disentangle the results from measurement error in q.

Suggested Citation

  • Andrei, Daniel & Mann, William & Moyen, Nathalie, 2019. "Why did the q theory of investment start working?," Journal of Financial Economics, Elsevier, vol. 133(2), pages 251-272.
  • Handle: RePEc:eee:jfinec:v:133:y:2019:i:2:p:251-272
    DOI: 10.1016/j.jfineco.2019.03.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304405X19300613
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfineco.2019.03.007?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. 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. Das, Sanjiv R., 2002. "The surprise element: jumps in interest rates," Journal of Econometrics, Elsevier, vol. 106(1), pages 27-65, January.
    3. Timothy Erickson & Toni M. Whited, 2000. "Measurement Error and the Relationship between Investment and q," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 1027-1057, October.
    4. 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.
    5. Thompson, Peter, 2001. "The Microeconomics of an R&D-Based Model of Endogenous Growth," Journal of Economic Growth, Springer, vol. 6(4), pages 263-283, December.
    6. 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.
    7. James Dow & Itay Goldstein & Alexander Guembel, 2017. "Incentives for Information Production in Markets where Prices Affect Real Investment," Journal of the European Economic Association, European Economic Association, vol. 15(4), pages 877-909.
    8. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    9. Andrew B. Abel & Janice C. Eberly, 2011. "How Q and Cash Flow Affect Investment without Frictions: An Analytic Explanation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(4), pages 1179-1200.
    10. Bai, Jennie & Philippon, Thomas & Savov, Alexi, 2016. "Have financial markets become more informative?," Journal of Financial Economics, Elsevier, vol. 122(3), pages 625-654.
    11. Bernard Dumas & Alexander Kurshev & Raman Uppal, 2009. "Equilibrium Portfolio Strategies in the Presence of Sentiment Risk and Excess Volatility," Journal of Finance, American Finance Association, vol. 64(2), pages 579-629, April.
    12. Itay Goldstein & Alexander Guembel, 2008. "Manipulation and the Allocational Role of Prices," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(1), pages 133-164.
    13. Lindenberg, Eric B & Ross, Stephen A, 1981. "Tobin's q Ratio and Industrial Organization," The Journal of Business, University of Chicago Press, vol. 54(1), pages 1-32, January.
    14. 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.
    15. 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.
    16. Merton, Robert C., 1971. "Optimum consumption and portfolio rules in a continuous-time model," Journal of Economic Theory, Elsevier, vol. 3(4), pages 373-413, December.
    17. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    18. Thomas Philippon, 2009. "The Bond Market's q," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1011-1056.
    19. 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.
    20. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    21. Gilchrist, Simon & Himmelberg, Charles P., 1995. "Evidence on the role of cash flow for investment," Journal of Monetary Economics, Elsevier, vol. 36(3), pages 541-572, December.
    22. 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.
    23. Aydoḡan Alti, 2003. "How Sensitive Is Investment to Cash Flow When Financing Is Frictionless?," Journal of Finance, American Finance Association, vol. 58(2), pages 707-722, April.
    24. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    25. Timothy F. Bresnahan & Paul Milgrom & Jonathan Paul, 1992. "The Real Output of the Stock Exchange," NBER Chapters, in: Output Measurement in the Service Sectors, pages 195-216, National Bureau of Economic Research, Inc.
    26. Alex Edmans & Itay Goldstein & Wei Jiang, 2015. "Feedback Effects, Asymmetric Trading, and the Limits to Arbitrage," American Economic Review, American Economic Association, vol. 105(12), pages 3766-3797, December.
    27. 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.
    28. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," NBER Working Papers 24550, National Bureau of Economic Research, Inc.
    29. Zvi Griliches, 1992. "Output Measurement in the Service Sectors," NBER Books, National Bureau of Economic Research, Inc, number gril92-1.
    30. Tobin, James, 1969. "A General Equilibrium Approach to Monetary Theory," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 1(1), pages 15-29, February.
    31. Darrell Duffie & Jun Pan & Kenneth Singleton, 2000. "Transform Analysis and Asset Pricing for Affine Jump-Diffusions," Econometrica, Econometric Society, vol. 68(6), pages 1343-1376, November.
    32. Robert E. Hall, 2001. "The Stock Market and Capital Accumulation," American Economic Review, American Economic Association, vol. 91(5), pages 1185-1202, December.
    33. 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.
    34. Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
    35. Jose A. Scheinkman & Wei Xiong, 2003. "Overconfidence and Speculative Bubbles," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1183-1219, December.
    36. Erickson, Timothy & Jiang, Colin Huan & Whited, Toni M., 2014. "Minimum distance estimation of the errors-in-variables model using linear cumulant equations," Journal of Econometrics, Elsevier, vol. 183(2), pages 211-221.
    37. William C. Brainard & James Tobin, 1968. "Pitfalls in Financial Model-Building," Cowles Foundation Discussion Papers 244, Cowles Foundation for Research in Economics, Yale University.
    38. Timothy Erickson & Toni M. Whited, 2012. "Treating Measurement Error in Tobin's q," The Review of Financial Studies, Society for Financial Studies, vol. 25(4), pages 1286-1329.
    39. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    40. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    41. Missaka Warusawitharana, 2015. "Research and development, profits, and firm value: A structural estimation," Quantitative Economics, Econometric Society, vol. 6(2), pages 531-565, July.
    42. Abel, Andrew B, 1983. "Optimal Investment under Uncertainty," American Economic Review, American Economic Association, vol. 73(1), pages 228-233, March.
    43. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    44. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," Working Papers 18-08, New York University, Leonard N. Stern School of Business, Department of Economics.
    45. repec:bla:jfinan:v:59:y:2004:i:1:p:65-105 is not listed on IDEAS
    46. Jacques Mairesse & Mohamed Sassenou, 1991. "R&D Productivity: A Survey of Econometric Studies at the Firm Level," NBER Working Papers 3666, National Bureau of Economic Research, Inc.
    47. repec:bla:jfinan:v:59:y:2004:i:5:p:2061-2092 is not listed on IDEAS
    48. Juliane Begenau & Laura Veldkamp & Maryam Farboodi, 2018. "Big Data in Finance and the Growth of Large Firms," 2018 Meeting Papers 155, Society for Economic Dynamics.
    49. Qi Chen & Itay Goldstein & Wei Jiang, 2007. "Price Informativeness and Investment Sensitivity to Stock Price," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 619-650.
    50. Begenau, Juliane & Farboodi, Maryam & Veldkamp, Laura, 2018. "Big data in finance and the growth of large firms," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 71-87.
    51. Dow, James & Gorton, Gary, 1997. "Stock Market Efficiency and Economic Efficiency: Is There a Connection?," Journal of Finance, American Finance Association, vol. 52(3), pages 1087-1129, July.
    52. Avanidhar Subrahmanyam & Sheridan Titman, 1999. "The Going‐Public Decision and the Development of Financial Markets," Journal of Finance, American Finance Association, vol. 54(3), pages 1045-1082, June.
    53. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    54. repec:bla:jfinan:v:59:y:2004:i:1:p:227-260 is not listed on IDEAS
    55. Tor-Erik Bakke & Toni M. Whited, 2010. "Which Firms Follow the Market? An Analysis of Corporate Investment Decisions," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1941-1980.
    56. Joao F. Gomes, 2001. "Financing Investment," American Economic Review, American Economic Association, vol. 91(5), pages 1263-1285, December.
    57. Michael A. Salinger, 1984. "Tobin's q, Unionization, and the Concentration-Profits Relationship," RAND Journal of Economics, The RAND Corporation, vol. 15(2), pages 159-170, Summer.
    58. repec:bla:econom:v:44:y:1977:i:174:p:163-78 is not listed on IDEAS
    59. Russell Cooper & Joao Ejarque, 2003. "Financial Frictions and Investment: Requiem in Q," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 6(4), pages 710-728, October.
    60. M. J. Brennan, 1998. "The Role of Learning in Dynamic Portfolio Decisions," Review of Finance, European Finance Association, vol. 1(3), pages 295-306.
    61. Detemple, Jérôme B. & Kihlstrom, Richard E., 1987. "Acquisition d’information dans un modèle intertemporel en temps continu," L'Actualité Economique, Société Canadienne de Science Economique, vol. 63(2), pages 118-137, juin et s.
    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. Ross Mckitrick, 2023. "Economic Implications of a Phased-in EV Mandate in Canada," Working Papers 2301, University of Guelph, Department of Economics and Finance.
    2. Bacchetta, Philippe & Davenport, Margaret & van Wincoop, Eric, 2022. "Can sticky portfolios explain international capital flows and asset prices?," Journal of International Economics, Elsevier, vol. 136(C).
    3. Wu, Sheng & Zhou, Xiaoyong, 2024. "A theoretical framework for modeling dual-track granting orientation in green credit policy," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 249-268.
    4. Li, Kai & Tsou, Chi-Yang & Xu, Chenjie, 2023. "Learning and the capital age premium," Journal of Monetary Economics, Elsevier, vol. 136(C), pages 76-90.
    5. Décamps, Jean-Paul & Villeneuve, Stéphane, 2022. "Learning about profitability and dynamic cash management," Journal of Economic Theory, Elsevier, vol. 205(C).
    6. Kim, Yongjin & Kuehn, Lars-Alexander & Li, Kai, 2024. "Learning about the consumption risk exposure of firms," Journal of Financial Economics, Elsevier, vol. 152(C).
    7. Doguhan Sundal, 2021. "Not your average firm: a quantile regression approach to the firm level investment," Working Paper Series, Department of Economics, University of Utah 2021_02, University of Utah, Department of Economics.
    8. Nicolas Crouzet & Janice C. Eberly & Andrea L. Eisfeldt & Dimitris Papanikolaou, 2022. "The Economics of Intangible Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 29-52, Summer.
    9. Mykola Babiak & Roman Kozhan, 2021. "Growth Uncertainty, Rational Learning, and Option Prices," CERGE-EI Working Papers wp682, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    10. Chen, Te-Feng & Kwok, Wing Chun & Wong, George, 2021. "Does the q theory of investment work well in China?," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    11. Robert W. Faff, 2019. "Adopting a Structured Abstract Design to More Effectively Catch Reader Attention: An Application of the Pitching Research® Framework," Capital Markets Review, Malaysian Finance Association, vol. 27(2), pages 1-13.
    12. Huang, Wei & Goodell, John W. & Goyal, Abhinav, 2021. "In times of crisis does ownership matter? Liquidity extraction through dividends during the 2007–2009 financial crisis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 73(C).
    13. Sakawa, Hideaki & Watanabel, Naoki & Yamauchi, Shohei & Liu, Runxi, 2023. "The effect of Tobin's q on investment in a bank-based financial system: Evidence from Japan," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    14. Melanie Cao & Shouyong Shi, 2023. "ENDOGENOUS PROCYCLICAL LIQUIDITY, CAPITAL REALLOCATION, AND q," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 64(1), pages 95-128, February.
    15. Nippala, Veera & Sinivuori, Taina, 2023. "Forecasting private investment in Finland using Q-theory and frequency decomposition," BoF Economics Review 3/2023, Bank of Finland.
    16. Ee, Mong Shan & Huang, He & Cheng, Mingying, 2023. "Do labor mobility restrictions affect debt maturity?," Journal of Financial Stability, Elsevier, vol. 66(C).
    17. Hsu, Yen-Ju & Wang, Yanzhi, 2023. "Technology spillover, corporate investment, and stock returns," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 238-250.
    18. Liu, Dayong & Lu, Zhao & Wang, Guanying & Meng, Qiaoran, 2024. "A two-dimensional innovation activity factor and stock pricing: Evidence from the Chinese stock market," International Review of Economics & Finance, Elsevier, vol. 90(C), pages 102-114.
    19. Tom Boot & Art=uras Juodis, 2023. "Uniform Inference in Linear Error-in-Variables Models: Divide-and-Conquer," Papers 2301.04439, arXiv.org.
    20. Guerrazzi, Marco & Candido, Giuseppe, 2023. "The determination of the price of capital goods: A differential game approach," MPRA Paper 119118, University Library of Munich, Germany.
    21. Mark Anderson & Soonchul Hyun & Hussein Warsame, 2024. "Corporate social responsibility, earnings management and firm performance: evidence from panel VAR estimation," Review of Quantitative Finance and Accounting, Springer, vol. 62(1), pages 341-364, January.
    22. Strauss, Ilan & Yang, Jangho, 2021. "Slowing investment rates in developing economies: Evidence from a Bayesian hierarchical model," International Review of Financial Analysis, Elsevier, vol. 77(C).
    23. Kilponen, Juha & Verona, Fabio, 2022. "Investment dynamics and forecast: Mind the frequency," Finance Research Letters, Elsevier, vol. 49(C).
    24. Antonio Falato & Dalida Kadyrzhanova & Jae Sim & Roberto Steri, 2022. "Rising Intangible Capital, Shrinking Debt Capacity, and the U.S. Corporate Savings Glut," Journal of Finance, American Finance Association, vol. 77(5), pages 2799-2852, October.

    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. 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.
    2. Andrew B Abel & Stavros Panageas, 2022. "An Analytic Framework for Interpreting Investment Regressions in the Presence of Financial Constraints," The Review of Financial Studies, Society for Financial Studies, vol. 35(9), pages 4055-4104.
    3. Bai, Jennie & Philippon, Thomas & Savov, Alexi, 2016. "Have financial markets become more informative?," Journal of Financial Economics, Elsevier, vol. 122(3), pages 625-654.
    4. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    5. Carpenter, Robert E. & Guariglia, Alessandra, 2008. "Cash flow, investment, and investment opportunities: New tests using UK panel data," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1894-1906, September.
    6. Missaka Warusawitharana, 2015. "Research and development, profits, and firm value: A structural estimation," Quantitative Economics, Econometric Society, vol. 6(2), pages 531-565, July.
    7. Moshirian, Fariborz & Nanda, Vikram & Vadilyev, Alexander & Zhang, Bohui, 2017. "What drives investment–cash flow sensitivity around the World? An asset tangibility Perspective," Journal of Banking & Finance, Elsevier, vol. 77(C), pages 1-17.
    8. Strauss, Ilan & Yang, Jangho, 2021. "Slowing investment rates in developing economies: Evidence from a Bayesian hierarchical model," International Review of Financial Analysis, Elsevier, vol. 77(C).
    9. Shuangling, Zhao & Guohua, Cao & Lijuan, Wu, 2019. "Tangible and intangible investment in corporate finance," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    10. Fu, Fangjian & Huang, Sheng & Wang, Rong, 2022. "Why Do U.S. Firms Invest Less over Time?," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 15-42.
    11. Kim, Kirak, 2020. "Inventory, fixed capital, and the cross-section of corporate investment," Journal of Corporate Finance, Elsevier, vol. 60(C).
    12. Sapienza, Paola & Polk, Christopher, 2003. "The Real Effects of Investor Sentiment," CEPR Discussion Papers 3826, C.E.P.R. Discussion Papers.
    13. Jean-Bernard Chatelain, 2003. "Structural modelling of financial constraints on investment: where do we stand?," Chapters, in: Paul Butzen & Catherine Fuss (ed.), Firms’ Investment and Finance Decisions, chapter 2, pages 40-58, Edward Elgar Publishing.
    14. Cao, Dan & Lorenzoni, Guido & Walentin, Karl, 2019. "Financial frictions, investment, and Tobin’s q," Journal of Monetary Economics, Elsevier, vol. 103(C), pages 105-122.
    15. Jason G. Cummins & Kevin A. Hassett & Stephen D. Oliner, 2006. "Investment Behavior, Observable Expectations, and Internal Funds," American Economic Review, American Economic Association, vol. 96(3), pages 796-810, June.
    16. Ann E. Harrison & Inessa Love & Margaret S. McMillan, 2022. "Global capital flows and financing constraints," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 8, pages 181-213, World Scientific Publishing Co. Pte. Ltd..
    17. Abdallah, Abed AL-Nasser & Abdallah, Wissam, 2019. "Does cross-listing in the US improve investment efficiency? Evidence from UK firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 72(C), pages 215-231.
    18. Degryse, Hans & de Jong, Abe, 2006. "Investment and internal finance: Asymmetric information or managerial discretion?," International Journal of Industrial Organization, Elsevier, vol. 24(1), pages 125-147, January.
    19. Timothy Erickson & Toni M. Whited, 2006. "On the Accuracy of Different Measures of Q," Financial Management, Financial Management Association, vol. 35(3), Autumn.
    20. Schoder, Christian, 2013. "Credit vs. demand constraints: The determinants of US firm-level investment over the business cycles from 1977 to 2011," The North American Journal of Economics and Finance, Elsevier, vol. 26(C), pages 1-27.

    More about this item

    Keywords

    Investment; Tobin’s q; Research and development; Innovation; Learning;
    All these keywords.

    JEL classification:

    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    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:eee:jfinec:v:133:y:2019:i:2:p:251-272. 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/inca/505576 .

    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.