IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v198y2024ics0040162523006558.html
   My bibliography  Save this article

Do ICT firms manage R&D differently? Firm-level and macroeconomic effects on corporate R&D investment: Empirical evidence from a multi-countries context

Author

Listed:
  • Alexeeva-Alexeev, Inna
  • Mazas-Perez-Oleaga, Cristina

Abstract

Technological firms invest in R&D looking for innovative solutions but assuming high costs and great (technological) uncertainty regarding final results and returns. Additionally, they face other problems related to R&D management. This empirical study tries to determine which of the factors favour or constrain the decision of these firms to engage in R&D. The analysis uses financial data of 14,619 ICT listed companies of 22 countries from 2003 to 2018. Additionally, macroeconomic data specific for the countries and the sector were used. For the analysis of dynamic panel data, a System-GMM method is used. Among the findings, we highlight that cash flow, contrary to the known theoretical models and empirical evidences, negatively impacts on R&D investment. Debt is neither the right source for R&D funding, as the effect is also negative. This suggests that ICT companies are forced to manage their R&D activities differently, relying more on other funding sources, taking advantage of growth opportunities and benefiting from a favourable macroeconomic environment in terms of growth and increased business sector spending on R&D. These results are similar in both sub-sectors and in all countries, both bank- and market based. The exception is firms with few growth opportunities and little debt.

Suggested Citation

  • Alexeeva-Alexeev, Inna & Mazas-Perez-Oleaga, Cristina, 2024. "Do ICT firms manage R&D differently? Firm-level and macroeconomic effects on corporate R&D investment: Empirical evidence from a multi-countries context," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
  • Handle: RePEc:eee:tefoso:v:198:y:2024:i:c:s0040162523006558
    DOI: 10.1016/j.techfore.2023.122970
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523006558
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2023.122970?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. Michael Lubatkin & William S. Schulze & N Dino Richard, 2003. "Exploring the agency consequences of ownership dispersion among the directors of private family firms," Post-Print hal-02311676, HAL.
    2. Richard Harris & Qian Cher Li, 2009. "Exporting, R&D, and absorptive capacity in UK establishments," Oxford Economic Papers, Oxford University Press, vol. 61(1), pages 74-103, January.
    3. Llopis-Albert, Carlos & Rubio, Francisco & Valero, Francisco, 2021. "Impact of digital transformation on the automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    4. Esther Ann Bøler & Andreas Moxnes & Karen Helene Ulltveit-Moe, 2015. "R&D, International Sourcing, and the Joint Impact on Firm Performance," American Economic Review, American Economic Association, vol. 105(12), pages 3704-3739, December.
    5. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    6. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, April.
    7. Hu, Fan & Zhang, Fan & Zou, Zhentao, 2020. "R&D investment under time-inconsistent preferences," Economics Letters, Elsevier, vol. 197(C).
    8. Guido Baldi & André Bodmer, 2018. "R&D investments and corporate cash holdings," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(7), pages 594-610, October.
    9. Ari Hyytinen & Mika Pajarinen, 2005. "External Finance, Firm Growth and the Benefits of Information Disclosure: Evidence from Finland," European Journal of Law and Economics, Springer, vol. 19(1), pages 69-93, January.
    10. Jacques Mairesse & Bronwyn H. Hall, 1996. "Estimating the Productivity of Research and Development: An Exploration of GMM Methods Using Data on French & United States Manufacturing Firms," NBER Working Papers 5501, National Bureau of Economic Research, Inc.
    11. Aw, Bee Yan & Lee, Yi, 2017. "Demand, costs and product scope in the export market," European Economic Review, Elsevier, vol. 100(C), pages 28-49.
    12. Guney, Yilmaz & Karpuz, Ahmet & Ozkan, Neslihan, 2017. "R&D investments and credit lines," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 261-283.
    13. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    14. Sreedhar T. Bharath & Paolo Pasquariello & Guojun Wu, 2009. "Does Asymmetric Information Drive Capital Structure Decisions?," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3211-3243, August.
    15. Katrin Hussinger & Franz Schwiebacher, 2015. "The Market Value of Technology Disclosures to Standard Setting Organizations," Industry and Innovation, Taylor & Francis Journals, vol. 22(4), pages 321-344, May.
    16. Bertrand, Olivier & Zuniga, Pluvia, 2006. "R&D and M&A: Are cross-border M&A different? An investigation on OECD countries," International Journal of Industrial Organization, Elsevier, vol. 24(2), pages 401-423, March.
    17. Dirk Czarnitzki & Hanna Hottenrott, 2011. "Financial Constraints: Routine Versus Cutting Edge R&D Investment," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 20(1), pages 121-157, March.
    18. Michael Lubatkin & William S. Schulze & Richard N. Dino, 2003. "Exploring the agency consequences of ownership dispersion among the directors of private family firms," Post-Print hal-02276698, HAL.
    19. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    20. Stephen Bond & Dietmar Harhoff & John Van Reenen, 2010. "Investment, R&D and Financial Constraints in Britain and Germany," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 433-460, National Bureau of Economic Research, Inc.
    21. Julian Atanassov, 2016. "Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms," Management Science, INFORMS, vol. 62(1), pages 128-155, January.
    22. Manuel Agosin & Roberto Machado, 2007. "Openness and the International allocation of foreign direct investment," Journal of Development Studies, Taylor & Francis Journals, vol. 43(7), pages 1234-1247.
    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. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    25. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    26. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    27. Ayyagari,Meghana & Demirguc-Kunt,Asli & Maksimovic,Vojislav, 2018. "Who are America's star firms?," Policy Research Working Paper Series 8534, The World Bank.
    28. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    29. 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.
    30. David, Paul A. & Hall, Bronwyn H. & Toole, Andrew A., 2000. "Is public R&D a complement or substitute for private R&D? A review of the econometric evidence," Research Policy, Elsevier, vol. 29(4-5), pages 497-529, April.
    31. Ricardo N.Bebczuk, 2002. "R&D expenditures and the role of government around the world," Estudios de Economia, University of Chile, Department of Economics, vol. 29(1 Year 20), pages 109-121, June.
    32. Nasif Ozkan, 2018. "Replicating the R&D investments and financial structure relationship: evidence from Borsa İstanbul," Management Review Quarterly, Springer, vol. 68(4), pages 399-411, November.
    33. Pelin Demirel & Mariana Mazzucato, 2012. "Innovation and Firm Growth: Is R&D Worth It?," Industry and Innovation, Taylor & Francis Journals, vol. 19(1), pages 45-62, January.
    34. Beverly B. Tyler & Turanay Caner, 2016. "New product introductions below aspirations, slack and R&D alliances: A behavioral perspective," Strategic Management Journal, Wiley Blackwell, vol. 37(5), pages 896-910, May.
    35. Hartmut Hirsch-Kreinsen, 2011. "Financial Market and Technological Innovation," Industry and Innovation, Taylor & Francis Journals, vol. 18(4), pages 351-368.
    36. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    37. Yew Kee Ho & Mira Tjahjapranata & Chee Meng Yap, 2006. "Size, Leverage, Concentration, and R&D Investment in Generating Growth Opportunities," The Journal of Business, University of Chicago Press, vol. 79(2), pages 851-876, March.
    38. Aleksandra Grigorievna Polyakova & Aleksandra Grigorievna Polyakova & Elvir Munirovich Akhmetshin & Albert Valentinovich Pavlyuk & Galina Vladimirovna Meshkova, 2019. "Investment appeal of a region and its impact on investment inflows," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(2), pages 1089-1097, December.
    39. Grzegorz Pawlina & Luc Renneboog, 2005. "Is Investment‐Cash Flow Sensitivity Caused by Agency Costs or Asymmetric Information? Evidence from the UK," European Financial Management, European Financial Management Association, vol. 11(4), pages 483-513, September.
    40. Julio Pindado & Valdoceu De Queiroz & Chabela De La Torre, 2010. "How Do Firm Characteristics Influence the Relationship between R&D and Firm Value?," Financial Management, Financial Management Association International, vol. 39(2), pages 757-782, June.
    41. Hall, Bronwyn H. & Oriani, Raffaele, 2006. "Does the market value R&D investment by European firms? Evidence from a panel of manufacturing firms in France, Germany, and Italy," International Journal of Industrial Organization, Elsevier, vol. 24(5), pages 971-993, September.
    42. Josheski, Dushko & Magdinceva Sopova, Marija, 2013. "Market value of the firms and R&D investment: Theoretical overview and empirical estimation for the panel of countries," EconStor Preprints 68488, ZBW - Leibniz Information Centre for Economics.
    43. Pindado, Julio & Requejo, Ignacio & de la Torre, Chabela, 2011. "Family control and investment–cash flow sensitivity: Empirical evidence from the Euro zone," Journal of Corporate Finance, Elsevier, vol. 17(5), pages 1389-1409.
    44. Magnus Blomström & Robert E. Lipsey & Mario Zejan, 1996. "Is Fixed Investment the Key to Economic Growth?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 269-276.
    45. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2002. "Funding growth in bank-based and market-based financial systems: evidence from firm-level data," Journal of Financial Economics, Elsevier, vol. 65(3), pages 337-363, September.
    46. Martin Larraza‐Kintana & Robert M. Wiseman & Luis R. Gomez‐Mejia & Theresa M. Welbourne, 2007. "Disentangling compensation and employment risks using the behavioral agency model," Strategic Management Journal, Wiley Blackwell, vol. 28(10), pages 1001-1019, October.
    47. Mengning He & Raquel Pérez Estébanez, 2023. "Exploring the Relationship between R&D Investment and Business Performance—An Empirical Analysis of Chinese ICT SMEs," Sustainability, MDPI, vol. 15(6), pages 1-17, March.
    48. Leonardo Gambacorta & Jing Yang & Kostas Tsatsaronis, 2014. "Financial structure and growth," BIS Quarterly Review, Bank for International Settlements, March.
    49. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    50. Michele Cincera, 2003. "Financing constraints, fixed capital and R&D investment decisions of Belgian firms," Chapters, in: Paul Butzen & Catherine Fuss (ed.), Firms’ Investment and Finance Decisions, chapter 6, pages 129-152, Edward Elgar Publishing.
    51. Marta Postu?a & Wojciech Chmielewski, 2019. "The Impact of Intangible Assets and R&D Expenditure on the Market Capitalization and EBITDA of Selected ICT Sector Enterprises in the European Union," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 11(8), pages 117-117, August.
    52. Murray Z. Frank & Vidhan K. Goyal, 2009. "Capital Structure Decisions: Which Factors Are Reliably Important?," Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
    53. Beck, Thorsten & Levine, Ross, 2002. "Industry growth and capital allocation:*1: does having a market- or bank-based system matter?," Journal of Financial Economics, Elsevier, vol. 64(2), pages 147-180, May.
    54. Pindado, Julio & Rodrigues, Luis & de la Torre, Chabela, 2008. "Estimating financial distress likelihood," Journal of Business Research, Elsevier, vol. 61(9), pages 995-1003, September.
    55. Linda Argote & Henrich R. Greve, 2007. "A Behavioral Theory of the Firm ---40 Years and Counting: Introduction and Impact," Organization Science, INFORMS, vol. 18(3), pages 337-349, June.
    56. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    57. Rachel Griffith & Stephen Redding & John Van Reenen, 2003. "R&D and Absorptive Capacity: Theory and Empirical Evidence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 105(1), pages 99-118, March.
    58. Z. Jun Lin & Shengqiang Liu & Fangcheng Sun, 2017. "The Impact of Financing Constraints and Agency Costs on Corporate R&D Investment: Evidence from China," International Review of Finance, International Review of Finance Ltd., vol. 17(1), pages 3-42, March.
    59. 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.
    60. Clò, Stefano & Florio, Massimo & Rentocchini, Francesco, 2020. "Firm ownership, quality of government and innovation: Evidence from patenting in the telecommunication industry," Research Policy, Elsevier, vol. 49(5).
    61. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 2000. "Investor protection and corporate governance," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 3-27.
    62. Eugene F. Fama, 2002. "Testing Trade-Off and Pecking Order Predictions About Dividends and Debt," The Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 1-33, March.
    63. 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.
    64. Chakraborty, Shankha & Ray, Tridip, 2006. "Bank-based versus market-based financial systems: A growth-theoretic analysis," Journal of Monetary Economics, Elsevier, vol. 53(2), pages 329-350, March.
    65. Chen, Yiqi & Ibhagui, Oyakhilome W., 2019. "R&D-firm performance nexus: New evidence from NASDAQ listed firms," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    66. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    67. Brown, James R. & Petersen, Bruce C., 2015. "Which investments do firms protect? Liquidity management and real adjustments when access to finance falls sharply," Journal of Financial Intermediation, Elsevier, vol. 24(4), pages 441-465.
    68. Bettina Becker, 2015. "Public R&D Policies And Private R&D Investment: A Survey Of The Empirical Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 29(5), pages 917-942, December.
    69. Alessandri, Todd M. & Pattit, Jason M., 2014. "Drivers of R&D investment: The interaction of behavioral theory and managerial incentives," Journal of Business Research, Elsevier, vol. 67(2), pages 151-158.
    70. Karbowski Adam & Prokop Jacek, 2020. "The Impact of Patents and R&D Cooperation on R&D Investments in a Differentiated Goods Industry," South East European Journal of Economics and Business, Sciendo, vol. 15(1), pages 122-133, June.
    71. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2017. "What promotes R&D? Comparative evidence from around the world," Research Policy, Elsevier, vol. 46(2), pages 447-462.
    72. de Miguel, Alberto & Pindado, Julio, 2001. "Determinants of capital structure: new evidence from Spanish panel data," Journal of Corporate Finance, Elsevier, vol. 7(1), pages 77-99, March.
    73. Karjalainen, Pasi, 2008. "R&D investments: The effects of different financial environments on firm profitability," Journal of Multinational Financial Management, Elsevier, vol. 18(2), pages 79-93, April.
    74. Ewa Majerowska & Magdalena Gostkowska-Drzewicka, 2017. "Determinants of Corporate Performance: Modelling Approach," Dynamic Econometric Models, Uniwersytet Mikolaja Kopernika, vol. 17, pages 115-127.
    75. Michi Nishihara, 2018. "Valuation of R&D investment under technological, market, and rival preemption uncertainty," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 39(2), pages 200-212, March.
    76. Boeing, Philipp & Eberle, Jonathan & Howell, Anthony, 2022. "The impact of China's R&D subsidies on R&D investment, technological upgrading and economic growth," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    77. repec:adr:anecst:y:2005:i:79-80:p:17 is not listed on IDEAS
    78. Steven N. Durlauf & Paul A. Johnson & Jonathan R. W. Temple, 2009. "The Methods of Growth Econometrics," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 24, pages 1119-1179, Palgrave Macmillan.
    79. Hunady Jan & Pisar Peter & Durcekova Ina, 2020. "R&D Investments in the European ICT sector: Implications for Business Performance," Business Systems Research, Sciendo, vol. 11(3), pages 30-44, November.
    80. Aoun, Dany & Hwang, Junseok, 2008. "The effects of cash flow and size on the investment decisions of ICT firms: A dynamic approach," Information Economics and Policy, Elsevier, vol. 20(2), pages 120-134, June.
    81. Varsakelis, Nikos C., 2001. "The impact of patent protection, economy openness and national culture on R&D investment: a cross-country empirical investigation," Research Policy, Elsevier, vol. 30(7), pages 1059-1068, August.
    82. George R. G. Clarke, 2001. "How institutional quality and economic factors impact technological deepening in developing countries," Journal of International Development, John Wiley & Sons, Ltd., vol. 13(8), pages 1097-1118.
    83. Quang-Anh Le & Cheng-Yu Lee, 2023. "Below-aspiration performance and risk-taking behaviour in the context of Taiwanese electronic firms: a contingency analysis," Asia Pacific Business Review, Taylor & Francis Journals, vol. 29(3), pages 654-677, May.
    84. Alam, Ashraful & Uddin, Moshfique & Yazdifar, Hassan & Shafique, Sujana & Lartey, Theophilus, 2020. "R&D investment, firm performance and moderating role of system and safeguard: Evidence from emerging markets," Journal of Business Research, Elsevier, vol. 106(C), pages 94-105.
    85. Raj Aggarwal & John Goodell, 2016. "National Preferences for Bank or Market Financing," Economic Commentary, Federal Reserve Bank of Cleveland, issue May.
    86. Francis, Jennifer & Smith, Abbie, 1995. "Agency costs and innovation some empirical evidence," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 383-409, April.
    87. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    88. Carter Bloch, 2005. "R&D investment and internal finance: the cash flow effect," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(3), pages 213-223.
    89. de la Horra, Luis P. & Perote, Javier & de la Fuente, Gabriel, 2022. "The impact of economic policy uncertainty and monetary policy on R&D investment: An option pricing approach," Economics Letters, Elsevier, vol. 214(C).
    90. Koutroumpis, Pantelis & Leiponen, Aija & Thomas, Llewellyn D.W., 2020. "Small is big in ICT: The impact of R&D on productivity," Telecommunications Policy, Elsevier, vol. 44(1).
    91. Fan, Peilei & Urs, Nicolae & Hamlin, Roger E., 2019. "Rising innovative city-regions in a transitional economy: A case study of ICT industry in Cluj-Napoca, Romania," Technology in Society, Elsevier, vol. 58(C).
    92. Marc Steffen Rapp & Iuliia A. Udoieva, 2017. "Corporate Governance and Its Impact on R&D Investment in Emerging Markets," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(10), pages 2159-2178, October.
    Full references (including those not matched with items on IDEAS)

    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. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    2. Miguel Angel Acedo-Ramirez & Juan Carlos Ayala Calvo & Ernesto Navarrete-Martinez, 2017. "Determinants of Capital Structure: Family Businesses versus Non-Family Firms," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 67(2), pages 80-103, April.
    3. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2015. "In search of robust methods for dynamic panel data models in empirical corporate finance," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 84-98.
    4. Muhammad Kaleem Khan & Ahmad Kaleem & Salman Zulfiqar & Umair Akram, 2019. "Innovation Investment: Behaviour Of Chinese Firms Towards Financing Sources," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(07), pages 1-29, October.
    5. Bechlioulis, Alexandros & Economidou, Claire & Karamanis, Dimitrios & Konstantios, Dimitrios, 2023. "How important are capital controls in shaping innovation activity?," Journal of International Money and Finance, Elsevier, vol. 131(C).
    6. Nemlioglu, Ilayda & Mallick, Sushanta K., 2020. "Do innovation-intensive firms mitigate their valuation uncertainty during bad times?," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 913-940.
    7. Z. Jun Lin & Shengqiang Liu & Fangcheng Sun, 2017. "The Impact of Financing Constraints and Agency Costs on Corporate R&D Investment: Evidence from China," International Review of Finance, International Review of Finance Ltd., vol. 17(1), pages 3-42, March.
    8. Mário Santos & António Moreira & Elisabete Vieira, 2014. "Ownership concentration, contestability, family firms, and capital structure," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(4), pages 1063-1107, November.
    9. Elif Acar & Gamze Vural & Emin Hüseyin Çetenak, 2020. "Evidence for Financial Hierarchy Theory in Capital Structure Decisions: Data from BIST Companies," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 34(1), pages 29-50.
    10. Banerjee, Pradip, 2022. "Nature of financial constraints and R&D intensity," Finance Research Letters, Elsevier, vol. 50(C).
    11. Mohamed, Hisham Hanifa & Masih, Mansur & Bacha, Obiyathulla I., 2015. "Why do issuers issue Sukuk or conventional bond? Evidence from Malaysian listed firms using partial adjustment models," Pacific-Basin Finance Journal, Elsevier, vol. 34(C), pages 233-252.
    12. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    13. Brown, James R. & Floros, Ioannis V., 2012. "Access to private equity and real firm activity: Evidence from PIPEs," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 151-165.
    14. Vijayakumaran, Ratnam, 2021. "Impact of managerial ownership on investment and liquidity constraints: Evidence from Chinese listed companies," Research in International Business and Finance, Elsevier, vol. 55(C).
    15. Zhang, Dongyang & Liu, Deqiang, 2017. "Determinants of the capital structure of Chinese non-listed enterprises: Is TFP efficient?," Economic Systems, Elsevier, vol. 41(2), pages 179-202.
    16. Milani, Sahar & Neumann, Rebecca, 2022. "R&D, patents, and financing constraints of the top global innovative firms," Journal of Economic Behavior & Organization, Elsevier, vol. 196(C), pages 546-567.
    17. Giorgio Canarella & Stephen M. Miller, 2019. "Determinants of Optimal Capital Structure and Speed of Adjustment: Evidence from the U.S. ICT Sector," Working papers 2019-06, University of Connecticut, Department of Economics.
    18. Temimi, Akram & Zeitun, Rami & Mimouni, Karim, 2016. "How does the tax status of a country impact capital structure? Evidence from the GCC region," Journal of Multinational Financial Management, Elsevier, vol. 37, pages 71-89.
    19. Ebrahim, M. Shahid & Girma, Sourafel & Shah, M. Eskandar & Williams, Jonathan, 2014. "Dynamic capital structure and political patronage: The case of Malaysia," International Review of Financial Analysis, Elsevier, vol. 31(C), pages 117-128.
    20. Kabbach-de-Castro, Luiz Ricardo & Kalatzis, Aquiles Elie Guimarães & Pellicani, Aline Damasceno, 2022. "Do financial constraints in an unstable emerging economy mitigate the opportunistic behavior of entrenched family owners?," Emerging Markets Review, Elsevier, vol. 50(C).

    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:tefoso:v:198:y:2024:i:c:s0040162523006558. 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.sciencedirect.com/science/journal/00401625 .

    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.