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The link between intellectual property rights, innovation, and growth: A meta-analysis

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  • Neves, Pedro Cunha
  • Afonso, Oscar
  • Silva, Diana
  • Sochirca, Elena

Abstract

In recent decades, intellectual property rights (IPR) and their macroeconomic effects have attracted considerable attention from both policymakers and academics. Despite a substantial theoretical and empirical literature, evidence regarding the impact of IPR protection on innovation and economic growth is mixed. In this paper we conduct a literature review and meta-analysis of the topic, and find that IPR have an overall positive effect on innovation and growth. However, the effect on innovation is weaker in developing countries than developed countries. We also find that the effects reported in the literature depend to a great extent on individual studies’ methodological characteristics.

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  • Neves, Pedro Cunha & Afonso, Oscar & Silva, Diana & Sochirca, Elena, 2021. "The link between intellectual property rights, innovation, and growth: A meta-analysis," Economic Modelling, Elsevier, vol. 97(C), pages 196-209.
  • Handle: RePEc:eee:ecmode:v:97:y:2021:i:c:p:196-209
    DOI: 10.1016/j.econmod.2021.01.019
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Rod Falvey & Neil Foster & David Greenaway, 2006. "Intellectual Property Rights and Economic Growth," Review of Development Economics, Wiley Blackwell, vol. 10(4), pages 700-719, November.
    3. Gould, David M. & Gruben, William C., 1996. "The role of intellectual property rights in economic growth," Journal of Development Economics, Elsevier, vol. 48(2), pages 323-350, March.
    4. Nijkamp, Peter & Poot, Jacques, 2004. "Meta-analysis of the effect of fiscal policies on long-run growth," European Journal of Political Economy, Elsevier, vol. 20(1), pages 91-124, March.
    5. Petra Moser, 2005. "How Do Patent Laws Influence Innovation? Evidence from Nineteenth-Century World's Fairs," American Economic Review, American Economic Association, vol. 95(4), pages 1214-1236, September.
    6. Anderson, Edward & d'Orey, Maria Ana Jalles & Duvendack, Maren & Esposito, Lucio, 2018. "Does Government Spending Affect Income Poverty? A Meta-regression Analysis," World Development, Elsevier, vol. 103(C), pages 60-71.
    7. Ugur, Mehmet & Churchill, Sefa Awaworyi & Luong, Hoang M., 2020. "What do we know about R&D spillovers and productivity? Meta-analysis evidence on heterogeneity and statistical power," Research Policy, Elsevier, vol. 49(1).
    8. John P. A. Ioannidis & T. D. Stanley & Hristos Doucouliagos, 2017. "The Power of Bias in Economics Research," Economic Journal, Royal Economic Society, vol. 127(605), pages 236-265, October.
    9. Gene M. Grossman & Edwin L.-C. Lai, 2004. "International Protection of Intellectual Property," American Economic Review, American Economic Association, vol. 94(5), pages 1635-1653, December.
    10. Afonso, Oscar & Neves, Pedro Cunha & Pinto, Tiago, 2020. "The non-observed economy and economic growth: A meta-analysis," Economic Systems, Elsevier, vol. 44(1).
    11. T. D. Stanley & Stephen B. Jarrell, 2005. "Meta‐Regression Analysis: A Quantitative Method of Literature Surveys," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 299-308, July.
    12. Yang, Chih-Hai & Huang, Yi-Ju & Lin, Hsuan-Yu, 2014. "Do Stronger Intellectual Property Rights Induce More Innovations? A Cross-Country Analysis," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 55(2), pages 167-188, December.
    13. Mansfield, Edwin & Schwartz, Mark & Wagner, Samuel, 1981. "Imitation Costs and Patents: An Empirical Study," Economic Journal, Royal Economic Society, vol. 91(364), pages 907-918, December.
    14. González, Andrés & Teräsvirta, Timo & van Dijk, Dick & Yang, Yukai, 2005. "Panel Smooth Transition Regression Models," SSE/EFI Working Paper Series in Economics and Finance 604, Stockholm School of Economics, revised 11 Oct 2017.
    15. 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.
    16. Kim, Yee Kyoung & Lee, Keun & Park, Walter G. & Choo, Kineung, 2012. "Appropriate intellectual property protection and economic growth in countries at different levels of development," Research Policy, Elsevier, vol. 41(2), pages 358-375.
    17. Sakakibara, Mariko & Branstetter, Lee, 2001. "Do Stronger Patents Induce More Innovation? Evidence from the 1988 Japanese Patent Law Reforms," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 77-100, Spring.
    18. Zheng, Zhijie & Huang, Chien-Yu & Yang, Yibai, 2020. "Patent protection, innovation, and technology transfer in a Schumpeterian economy," European Economic Review, Elsevier, vol. 129(C).
    19. Guido Cozzi, 2009. "Intellectual Property, Innovation, And Growth: Introduction To The Special Issue," Scottish Journal of Political Economy, Scottish Economic Society, vol. 56(4), pages 383-389, September.
    20. Sweet, Cassandra Mehlig & Eterovic Maggio, Dalibor Sacha, 2015. "Do Stronger Intellectual Property Rights Increase Innovation?," World Development, Elsevier, vol. 66(C), pages 665-677.
    21. Michael Kremer, 1998. "Patent Buyouts: A Mechanism for Encouraging Innovation," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1137-1167.
    22. Kremer, Michael R., 1998. "Patent Buyouts: A Mechanism for Encouraging Innovation," Scholarly Articles 3693705, Harvard University Department of Economics.
    23. Card, David & Krueger, Alan B, 1995. "Time-Series Minimum-Wage Studies: A Meta-analysis," American Economic Review, American Economic Association, vol. 85(2), pages 238-243, May.
    24. Chu, Angus C. & Peng, Shin-Kun, 2011. "International intellectual property rights: Effects on growth, welfare and income inequality," Journal of Macroeconomics, Elsevier, vol. 33(2), pages 276-287, June.
    25. Arora, Ashish & Ceccagnoli, Marco & Cohen, Wesley M., 2008. "R&D and the patent premium," International Journal of Industrial Organization, Elsevier, vol. 26(5), pages 1153-1179, September.
    26. Papageorgiadis, Nikolaos & Sharma, Abhijit, 2016. "Intellectual property rights and innovation: A panel analysis," Economics Letters, Elsevier, vol. 141(C), pages 70-72.
    27. Charles I. Jones & John C. Williams, 1998. "Measuring the Social Return to R&D," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1119-1135.
    28. Zhang, Jingjing & Leoncini, Riccardo & Tsai, Yingyi, 2018. "Intellectual property rights protection, labour mobility and wage inequality," Economic Modelling, Elsevier, vol. 70(C), pages 239-244.
    29. Iamsiraroj, Sasi & Ulubaşoğlu, Mehmet Ali, 2015. "Foreign direct investment and economic growth: A real relationship or wishful thinking?," Economic Modelling, Elsevier, vol. 51(C), pages 200-213.
    30. Josh Lerner & Jean Tirole, 2005. "The Economics of Technology Sharing: Open Source and Beyond," Journal of Economic Perspectives, American Economic Association, vol. 19(2), pages 99-120, Spring.
    31. Chris (hristos) Doucouliagos & Patrice Laroche, 2009. "Unions and Profits: A Meta-Regression Analysis," Post-Print hal-02138153, HAL.
    32. Branstetter, Lee & Fisman, Ray & Foley, C. Fritz & Saggi, Kamal, 2011. "Does intellectual property rights reform spur industrial development?," Journal of International Economics, Elsevier, vol. 83(1), pages 27-36, January.
    33. Sunil Kanwar & Robert Evenson, 2003. "Does intellectual property protection spur technological change?," Oxford Economic Papers, Oxford University Press, vol. 55(2), pages 235-264, April.
    34. Chen, Yongmin & Puttitanun, Thitima, 2005. "Intellectual property rights and innovation in developing countries," Journal of Development Economics, Elsevier, vol. 78(2), pages 474-493, December.
    35. Smith, Adam, 1776. "An Inquiry into the Nature and Causes of the Wealth of Nations," History of Economic Thought Books, McMaster University Archive for the History of Economic Thought, number smith1776.
    36. Hudson, John & Minea, Alexandru, 2013. "Innovation, Intellectual Property Rights, and Economic Development: A Unified Empirical Investigation," World Development, Elsevier, vol. 46(C), pages 66-78.
    37. Chu, Angus C. & Cozzi, Guido & Galli, Silvia, 2014. "Stage-dependent intellectual property rights," Journal of Development Economics, Elsevier, vol. 106(C), pages 239-249.
    38. James S. Ang & Yingmei Cheng & Chaopeng Wu, 2014. "Does Enforcement of Intellectual Property Rights Matter in China? Evidence from Financing and Investment Choices in the High-Tech Industry," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 332-348, May.
    39. Hsu, Judy & Tiao, Yu-En, 2015. "Patent rights protection and foreign direct investment in Asian countries," Economic Modelling, Elsevier, vol. 44(C), pages 1-6.
    40. Iršová, Zuzana & Havránek, Tomáš, 2013. "Determinants of Horizontal Spillovers from FDI: Evidence from a Large Meta-Analysis," World Development, Elsevier, vol. 42(C), pages 1-15.
    41. Jon Nelson & Peter Kennedy, 2009. "The Use (and Abuse) of Meta-Analysis in Environmental and Natural Resource Economics: An Assessment," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(3), pages 345-377, March.
    42. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    43. 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.
    44. Ginarte, Juan C. & Park, Walter G., 1997. "Determinants of patent rights: A cross-national study," Research Policy, Elsevier, vol. 26(3), pages 283-301, October.
    45. Shavell, Steven & van Ypersele, Tanguy, 2001. "Rewards versus Intellectual Property Rights," Journal of Law and Economics, University of Chicago Press, vol. 44(2), pages 525-547, October.
    46. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    47. Grinols, Earl L. & Lin, Hwan C., 2011. "Patent replacement and welfare gains," Journal of Economic Dynamics and Control, Elsevier, vol. 35(9), pages 1586-1604, September.
    48. Andreas Bielig, 2015. "Intellectual property and economic development in Germany: empirical evidence for 1999–2009," European Journal of Law and Economics, Springer, vol. 39(3), pages 607-622, June.
    49. Josh Lerner, 2009. "The Empirical Impact of Intellectual Property Rights on Innovation: Puzzles and Clues," American Economic Review, American Economic Association, vol. 99(2), pages 343-348, May.
    50. Tomas Havranek & Anna Sokolova, 2020. "Do Consumers Really Follow a Rule of Thumb? Three Thousand Estimates from 144 Studies Say 'Probably Not'," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 97-122, January.
    51. Jihong Zhang & Ding Du & Walter G. Park, 2015. "How Private Property Protection Influences the Impact of Intellectual Property Rights on Economic Growth?," Global Economic Review, Taylor & Francis Journals, vol. 44(1), pages 1-30, March.
    52. Benos, Nikos & Zotou, Stefania, 2014. "Education and Economic Growth: A Meta-Regression Analysis," World Development, Elsevier, vol. 64(C), pages 669-689.
    53. Tiago Neves Sequeira & Pedro Cunha Neves, 2020. "Stepping on toes in the production of knowledge: a meta-regression analysis," Applied Economics, Taylor & Francis Journals, vol. 52(3), pages 260-274, January.
    54. Bronwyn Hall & Christian Helmers & Mark Rogers & Vania Sena, 2014. "The Choice between Formal and Informal Intellectual Property: A Review," Journal of Economic Literature, American Economic Association, vol. 52(2), pages 375-423, June.
    55. Richard Gilbert & Carl Shapiro, 1990. "Optimal Patent Length and Breadth," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 106-112, Spring.
    56. Albert G.Z. Hu & I.P.L. Png, 2013. "Patent rights and economic growth: evidence from cross-country panels of manufacturing industries," Oxford Economic Papers, Oxford University Press, vol. 65(3), pages 675-698, July.
    57. Schneider, Patricia Higino, 2005. "International trade, economic growth and intellectual property rights: A panel data study of developed and developing countries," Journal of Development Economics, Elsevier, vol. 78(2), pages 529-547, December.
    58. Michele Boldrin & David K. Levine, 2009. "Market Size And Intellectual Property Protection," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(3), pages 855-881, August.
    59. Holger Görg & Eric Strobl, 2016. "Multinational Companies And Productivity Spillovers: A Meta-Analysis," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 8, pages 145-161, World Scientific Publishing Co. Pte. Ltd..
    60. Fatma Mrad, 2017. "The effects of intellectual property rights protection in the technology transfer context on economic growth: the case of developing countries," Journal of Innovation Economics, De Boeck Université, vol. 0(2), pages 33-57.
    61. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    62. Yang, Quanfa & Cheng, Liyun, 2008. "Import tariff, intellectual property right protection and foreign merger," Economic Modelling, Elsevier, vol. 25(6), pages 1225-1231, November.
    63. Neves, Pedro Cunha & Sequeira, Tiago Neves, 2018. "Spillovers in the production of knowledge: A meta-regression analysis," Research Policy, Elsevier, vol. 47(4), pages 750-767.
    64. Mondal, Debasis & Gupta, Manash Ranjan, 2008. "Intellectual property rights protection and unemployment in a North South model: A theoretical analysis," Economic Modelling, Elsevier, vol. 25(3), pages 463-484, May.
    65. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, July.
    66. Crespo Cuaresma, Jesús & Fidrmuc, Jarko & Hake, Mariya, 2014. "Demand and supply drivers of foreign currency loans in CEECs: A meta-analysis," Economic Systems, Elsevier, vol. 38(1), pages 26-42.
    67. Awaworyi Churchill, S. & Yew, S.L., 2017. "Are government transfers harmful to economic growth? A meta-analysis," Economic Modelling, Elsevier, vol. 64(C), pages 270-287.
    68. Walter G. Park & Douglas C. Lippoldt, 2008. "Technology Transfer and the Economic Implications of the Strengthening of Intellectual Property Rights in Developing Countries," OECD Trade Policy Papers 62, OECD Publishing.
    69. T. D. Stanley, 2001. "Wheat from Chaff: Meta-analysis as Quantitative Literature Review," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 131-150, Summer.
    70. Robert L Ostergard, 2000. "The Measurement of Intellectual Property Rights Protection," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 31(2), pages 349-360, June.
    71. Chu, Angus C. & Cozzi, Guido & Galli, Silvia, 2011. "Innovating like China: a theory of stage-dependent intellectual property rights," MPRA Paper 30553, University Library of Munich, Germany.
    72. Kyungchul Cho & Changseok Kim & Juneseuk Shin, 2015. "Differential effects of intellectual property rights on innovation and economic performance: A cross-industry investigation," Science and Public Policy, Oxford University Press, vol. 42(6), pages 827-840.
    73. Hristos Doucouliagos & Patrice Laroche, 2009. "Unions and Profits: A meta-regression Analysis," Post-Print hal-00648569, HAL.
    74. Walter G. Park & Juan Carlos Ginarte, 1997. "Intellectual Property Rights And Economic Growth," Contemporary Economic Policy, Western Economic Association International, vol. 15(3), pages 51-61, July.
    75. Chris Doucouliagos, 2005. "Publication Bias in the Economic Freedom and Economic Growth Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 367-387, July.
    76. Petra Moser, 2012. "Innovation without Patents: Evidence from World's Fairs," Journal of Law and Economics, University of Chicago Press, vol. 55(1), pages 43-74.
    77. Petra Moser, 2013. "Patents and Innovation: Evidence from Economic History," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 23-44, Winter.
    78. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    More about this item

    Keywords

    Intellectual property rights; Innovation; R&D; Economic growth; Meta-analysis;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity

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