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Firm level R&D intensity: evidence from Indian drugs and pharmaceutical industry

Author

Listed:
  • Shilpi Tyagi

    (Indian Institute of Technology Roorkee)

  • D. K. Nauriyal

    (Indian Institute of Technology Roorkee)

  • Rachita Gulati

    (Indian Institute of Technology Roorkee)

Abstract

This paper analyzes the R&D profile of Indian drug and pharmaceutical industry during the period 2000–2013, and the factors that influence a pharmaceutical firm’s decision to undertake R&D activities. The study period from 2000 to 2013 has been characterized by a rapid growth in industry’s R&D expenditures, as part of the strategic shift, induced by the Patents (Amendment) Act, 2005. Using the real financial data for the top 91 publicly listed Indian domestic pharmaceutical companies, the study provides new evidence on drivers of R&D intensity in Indian Drugs and Pharmaceutical industry. A panel data random effects Tobit model along with OLS model using firm fixed effects are applied to identify the factors affecting the R&D intensity of the sample firms. Furthermore, McDonald and Moffitt in Rev Econ Stat 62(2):318–321, (1980) procedure is used to decompose Tobit estimates. The empirical findings of the study reveal that firm’s size, past year profitability, past innovative output, leverage ratio; past cash flow; export and import intensities of the firm tend to significantly impact the R&D intensity. While firm size exhibits a non-linear relationship, cash flow, past innovative output shows a positive and significant relationship with R&D intensity. Further, patent count and firm’s overseas presence, considered as additional important determinants of firm-level R&D intensity, influences R&D positively. Lastly, global orientation of Indian pharmaceutical firms has been found to impact R&D activities considerably.

Suggested Citation

  • Shilpi Tyagi & D. K. Nauriyal & Rachita Gulati, 2018. "Firm level R&D intensity: evidence from Indian drugs and pharmaceutical industry," Review of Managerial Science, Springer, vol. 12(1), pages 167-202, January.
  • Handle: RePEc:spr:rvmgts:v:12:y:2018:i:1:d:10.1007_s11846-016-0218-8
    DOI: 10.1007/s11846-016-0218-8
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    as
    1. AfDB AfDB, . "The AfDB Group in North Africa 2013," Country Brochure, African Development Bank, number 477.
    2. Feng, Ling & Li, Zhiyuan & Swenson, Deborah L., 2016. "The connection between imported intermediate inputs and exports: Evidence from Chinese firms," Journal of International Economics, Elsevier, vol. 101(C), pages 86-101.
    3. AfDB AfDB, . "African Statistical Journal Vol.16," African Statistical Journal, African Development Bank, number 455.
    4. Yifei Sun, 2010. "What matters for industrial innovation in China: R&D, technology transfer or spillover impacts from foreign investment?," International Journal of Business and Systems Research, Inderscience Enterprises Ltd, vol. 4(5/6), pages 621-647.
    5. Wladimir Raymond & Pierre Mohnen & Franz Palm & Sybrand Schim van der Loeff, 2010. "Persistence of Innovation in Dutch Manufacturing: Is It Spurious?," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 495-504, August.
    6. 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.
    7. Judith Jordan & Julian Lowe & Peter Taylor, 1998. "Strategy and Financial Policy in UK Small Firms," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 25(1‐2), pages 1-27, January.
    8. 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.
    9. Bradley, Michael & Jarrell, Gregg A & Kim, E Han, 1984. "On the Existence of an Optimal Capital Structure: Theory and Evidence," Journal of Finance, American Finance Association, vol. 39(3), pages 857-878, July.
    10. Myriam Abdelmoula & Jean Michel Etienne, 2010. "Determination of R&D investment in French firms: a two-part hierarchical model with correlated random effects," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(1), pages 53-70.
    11. Armando Silva & Oscar Afonso & Ana Africano, 2013. "Economic performance and international trade engagement: the case of Portuguese manufacturing firms," International Economics and Economic Policy, Springer, vol. 10(4), pages 521-547, December.
    12. Christopher F. Baum & Mustafa Caglayan & Oleksandr Talavera, 2016. "R&D Expenditures and Geographical Sales Diversification," Manchester School, University of Manchester, vol. 84(2), pages 197-221, March.
    13. Sanjaya Lall, 1986. "Technological development and export performance in LDCs: Leading engineering and chemical firms in India," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 122(1), pages 80-92, March.
    14. Pradhan, Jaya Prakash, 2007. "Trends and Patterns of Overseas Acquisitions by Indian Multinationals," MPRA Paper 12404, University Library of Munich, Germany.
    15. Pradhan, Jaya Prakash, 2010. "R&D strategy of small and medium enterprises in India: Trends and determinants," MPRA Paper 20951, University Library of Munich, Germany.
    16. Ashish Arora & Marco Ceccagnoli, 2006. "Patent Protection, Complementary Assets, and Firms' Incentives for Technology Licensing," Management Science, INFORMS, vol. 52(2), pages 293-308, February.
    17. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    18. Chandan Sharma & Ritesh Kumar Mishra, 2011. "Does export and productivity growth linkage exist? Evidence from the Indian manufacturing industry," International Review of Applied Economics, Taylor & Francis Journals, vol. 25(6), pages 633-652, November.
    19. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation, Market Structure, and Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 2, pages 16-23, Edward Elgar Publishing.
    20. McDonald, John F & Moffitt, Robert A, 1980. "The Uses of Tobit Analysis," The Review of Economics and Statistics, MIT Press, vol. 62(2), pages 318-321, May.
    21. Robert M. Salomon & J. Myles Shaver, 2005. "Learning by Exporting: New Insights from Examining Firm Innovation," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 14(2), pages 431-460, June.
    22. Will Mitchell & J Myles Shaver & Bernard Yeung, 1993. "Performance Following Changes of International Presence in Domestic and Transition Industries," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 24(4), pages 647-669, December.
    23. Jaya Prakash Pradhan, 2010. "R&D Strategy of Small and Medium Enterprises in India," EERI Research Paper Series EERI_RP_2010_14, Economics and Econometrics Research Institute (EERI), Brussels.
    24. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    25. repec:bla:jfinan:v:59:y:2004:i:2:p:623-650 is not listed on IDEAS
    26. Mary Amiti & Jozef Konings, 2007. "Trade Liberalization, Intermediate Inputs, and Productivity: Evidence from Indonesia," American Economic Review, American Economic Association, vol. 97(5), pages 1611-1638, December.
    27. Scherer, Frederic Michael, 2011. "R&D Costs and Productivity in Biopharmaceuticals," Scholarly Articles 5688848, Harvard Kennedy School of Government.
    28. 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.
    29. Pakes, Ariel S, 1986. "Patents as Options: Some Estimates of the Value of Holding European Patent Stocks," Econometrica, Econometric Society, vol. 54(4), pages 755-784, July.
    30. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    31. Andrés Barge-Gil & Alberto López, 2015. "R versus D: estimating the differentiated effect of research and development on innovation results," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(1), pages 93-129.
    32. Kurt R. Brekke & Odd Rune Straume, 2009. "Pharmaceutical Patents: Incentives for Research and Development or Marketing?," Southern Economic Journal, John Wiley & Sons, vol. 76(2), pages 351-374, October.
    33. Katrin Hussinger, 2008. "R&D and subsidies at the firm level: an application of parametric and semiparametric two-step selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(6), pages 729-747.
    34. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," 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 129-213, Elsevier.
    35. John A. Vernon, 2005. "Examining the link between price regulation and pharmaceutical R&D investment," Health Economics, John Wiley & Sons, Ltd., vol. 14(1), pages 1-16, January.
    36. Savita Bhat & K. Narayanan, 2011. "Technology Sourcing and Outward FDI: Comparison of Chemicals and Information Technology Industries in India," Transnational Corporations Review, Ottawa United Learning Academy, vol. 3(2), pages 50-64, June.
    37. 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.
    38. Catherine Matraves, 1999. "Market Structure, R&D and Advertising in the Pharmaceutical Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 47(2), pages 169-194, June.
    39. Basant, Rakesh & Fikkert, Brian, 1996. "The Effects of R&D, Foreign Technology Purchase, and Domestic and International Spillovers on Productivity in Indian Firms," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 187-199, May.
    40. Thomas A. Abbott & John A. Vernon, 2007. "The cost of US pharmaceutical price regulation: a financial simulation model of R&D decisions," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 28(4-5), pages 293-306.
    41. Dinesh Abrol & Pramod Prajapati & Nidhi Singh, 2011. "Globalization of the Indian Pharmaceutical Industry: Implications for Innovation," Institutions and Economies (formerly known as International Journal of Institutions and Economies), Faculty of Economics and Administration, University of Malaya, vol. 3(2), pages 327-365, July.
    42. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    43. Jörg Mahlich & Thomas Roediger-Schluga, 2006. "The Determinants of Pharmaceutical R&D Expenditures: Evidence from Japan," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(2), pages 145-164, March.
    44. 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.
    45. Kalpana Chaturvedi & Joanna Chataway, 2006. "Strategic integration of knowledge in Indian pharmaceutical firms: creating competencies for innovation," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 1(1/2), pages 27-50.
    46. AfDB AfDB, . "African Statistical Yearbook 2013," African Statistical Yearbook, African Development Bank, number 458.
    47. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    48. Spiros Bougheas & Holger Görg & Eric Strobl, 2003. "Is R & D Financially Constrained? Theory and Evidence from Irish Manufacturing," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 22(2), pages 159-174, March.
    49. John E. Ettlie, 1998. "R&D and Global Manufacturing Performance," Management Science, INFORMS, vol. 44(1), pages 1-11, January.
    50. AfDB AfDB, . "African Development Report 2011," African Development Report, African Development Bank, number 986, August.
    51. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    52. 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.
    53. AfDB AfDB, . "African Development Report 2012 - Overview," African Development Report, African Development Bank, number 464, August.
    54. repec:bla:jindec:v:47:y:1999:i:2:p:169-94 is not listed on IDEAS
    55. Scherer, F. M., 2011. "R&D Costs and Productivity in Biopharmaceuticals," Working Paper Series rwp11-046, Harvard University, John F. Kennedy School of Government.
    56. Kumar, Nagesh & Saqib, Mohammed, 1996. "Firm size, opportunities for adaptation and in-house R & D activity in developing countries: the case of Indian manufacturing," Research Policy, Elsevier, vol. 25(5), pages 713-722, August.
    57. Bishwanath Goldar, 2013. "R&D intensity and exports: a study of Indian pharmaceutical firms," Innovation and Development, Taylor & Francis Journals, vol. 3(2), pages 151-167, October.
    58. 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.
    59. Majumdar, Sumit K, 1998. "Assessing Comparative Efficiency of the State-Owned Mixed and Private Sectors in Indian Industry," Public Choice, Springer, vol. 96(1-2), pages 1-24, July.
    60. Henry Grabowski & John Vernon, 2000. "The determinants of pharmaceutical research and development expenditures," Journal of Evolutionary Economics, Springer, vol. 10(1), pages 201-215.
    61. 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.
    62. Davies, Stephen & Lyons, Bruce, 1996. "Industrial Organization in the European Union: Structure, Strategy, and the Competitive Mechanism," OUP Catalogue, Oxford University Press, number 9780198289739.
    63. Pradhan, Jaya Prakash, 2003. "Liberalization, Firm Size and R&D performance: A Firm Level Study of Indian Pharmaceutical Industry," MPRA Paper 17079, University Library of Munich, Germany.
    64. John Scott, 1984. "Firm versus Industry Variability in R&D Intensity," NBER Chapters, in: R&D, Patents, and Productivity, pages 233-248, National Bureau of Economic Research, Inc.
    65. 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.
    66. 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.
    67. 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.
    68. Catherine Matraves, 1998. "Market Structure, R&D and Advertising in the Pharmaceutical Industry," CIG Working Papers FS IV 98-17, Wissenschaftszentrum Berlin (WZB), Research Unit: Competition and Innovation (CIG).
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