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Distance to frontier: From imitation to innovation

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  • Zeynalov, Ayaz

Abstract

This paper empirically assesses the role of imitation and innovation in driving economic growth across countries at different stages of development. The literature suggests that countries farther from the technological frontier benefit from the advantages of backwardness, whereas economies closer to the frontier experience growth increasingly driven by “innovation-based” rather than “imitation-based” economic policies. A novel measurement of “distance to the frontier” is proposed, using an economic complexity index at the country level, which offers advantages over the “total factor productivity” metric commonly used in the literature. The endogeneity of economic growth is addressed using a dynamic panel data estimator applied to data from 95 countries spanning 1995 to 2019. The empirical findings validate the existence of two distinct threshold levels: one where the contribution of imitation to growth falls below that of innovation, and another where imitation begins to hinder growth. Evidence also suggests that several developing countries may be nearing the threshold associated with the middle-income trap. Finally, the research highlights that the role of institutional governance in technological adaptation is stage-dependent.

Suggested Citation

  • Zeynalov, Ayaz, 2025. "Distance to frontier: From imitation to innovation," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
  • Handle: RePEc:eee:tefoso:v:217:y:2025:i:c:s004016252500201x
    DOI: 10.1016/j.techfore.2025.124170
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    as
    1. Abebe, Girum & McMillan, Margaret & Serafinelli, Michel, 2022. "Foreign direct investment and knowledge diffusion in poor locations," Journal of Development Economics, Elsevier, vol. 158(C).
    2. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    3. Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Tania Treibich, 2017. "Micro and macro policies in the Keynes+Schumpeter evolutionary models," Journal of Evolutionary Economics, Springer, vol. 27(1), pages 63-90, January.
    4. Dani Rodrik & Arvind Subramanian & Francesco Trebbi, 2004. "Institutions Rule: The Primacy of Institutions Over Geography and Integration in Economic Development," Journal of Economic Growth, Springer, vol. 9(2), pages 131-165, June.
    5. Romain Wacziarg & Karen Horn Welch, 2008. "Trade Liberalization and Growth: New Evidence," The World Bank Economic Review, World Bank, vol. 22(2), pages 187-231, June.
    6. Hölzl, Werner & Janger, Jürgen, 2014. "Distance to the frontier and the perception of innovation barriers across European countries," Research Policy, Elsevier, vol. 43(4), pages 707-725.
    7. Joern H. Block & Christian O. Fisch & Mirjam van Praag, 2017. "The Schumpeterian entrepreneur: a review of the empirical evidence on the antecedents, behaviour and consequences of innovative entrepreneurship," Industry and Innovation, Taylor & Francis Journals, vol. 24(1), pages 61-95, January.
    8. Jessica Mitchell & Giuseppina Testa & Miguel Sanchez Martinez & Paul N Cunningham & Katarzyna Szkuta, 2020. "Tax incentives for R&D: supporting innovative scale-ups?," Research Evaluation, Oxford University Press, vol. 29(2), pages 121-134.
    9. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    10. Basu, Sujata & Keswani Mehra, Meeta, 2014. "Endogenous human capital formation, distance to frontier and growth," Research in Economics, Elsevier, vol. 68(2), pages 117-132.
    11. Bruno Amable & Lilas Demmou & Ivan Ledezma, 2010. "Product market regulation, innovation, and distance to frontier," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(1), pages 117-159, February.
    12. Lau, Evan & Moll de Alba, Jaime & Liew, Kim-Hing, 2022. "Debt and economic growth in Asian developing countries," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 599-612.
    13. 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.
    14. Xavier Sala-i-Martin & Arvind Subramanian, 2013. "Addressing the Natural Resource Curse: An Illustration from Nigeria," Journal of African Economies, Centre for the Study of African Economies, vol. 22(4), pages 570-615, August.
    15. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    16. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2009. "The Effects of Entry on Incumbent Innovation and Productivity," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 20-32, February.
    17. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    18. Olivier Cattaneo & Gary Gereffi & Cornelia Staritz, 2010. "Global Value Chains in a Postcrisis World : A Development Perspective," World Bank Publications - Books, The World Bank Group, number 2509.
    19. Lorenczik, Christian & Newiak, Monique, 2012. "Imitation and innovation driven development under imperfect intellectual property rights," European Economic Review, Elsevier, vol. 56(7), pages 1361-1375.
    20. Acemoglu, Daron, 2005. "Politics and economics in weak and strong states," Journal of Monetary Economics, Elsevier, vol. 52(7), pages 1199-1226, October.
    21. Giammario Impullitti & Omar Licandro, 2018. "Trade, Firm Selection and Innovation: The Competition Channel," Economic Journal, Royal Economic Society, vol. 128(608), pages 189-229, February.
    22. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    23. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    24. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    25. Edward L. Glaeser & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2004. "Do Institutions Cause Growth?," Journal of Economic Growth, Springer, vol. 9(3), pages 271-303, September.
    26. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    27. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    28. Wang, Yanzhi, 2023. "Trade secrets laws and technology spillovers," Research Policy, Elsevier, vol. 52(7).
    29. Jones, C.I., 2016. "The Facts of Economic Growth," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 3-69, Elsevier.
    30. van der Loos, Adriaan & Langeveld, Rowan & Hekkert, Marko & Negro, Simona & Truffer, Bernhard, 2022. "Developing local industries and global value chains: The case of offshore wind," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    31. Das, Gouranga G. & Drine, Imed, 2020. "Distance from the technology frontier: How could Africa catch-up via socio-institutional factors and human capital?," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    32. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(3).
    33. Ian Goldin & Pantelis Koutroumpis & François Lafond & Julian Winkler, 2024. "Why Is Productivity Slowing Down?," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 196-268, March.
    34. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
    35. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    36. Gene M. Grossman & Elhanan Helpman, 1993. "Innovation and Growth in the Global Economy," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262570971, December.
    37. repec:dau:papers:123456789/3716 is not listed on IDEAS
    38. Goñi, Edwin & Maloney, William F., 2017. "Why don’t poor countries do R&D? Varying rates of factor returns across the development process," European Economic Review, Elsevier, vol. 94(C), pages 126-147.
    39. Mewes, Lars & Broekel, Tom, 2022. "Technological complexity and economic growth of regions," Research Policy, Elsevier, vol. 51(8).
    40. repec:spo:wpmain:info:hdl:2441/1a9acst1l284eo8kvqrqrnlbl1 is not listed on IDEAS
    41. William Easterly & Ross Levine, 2016. "The European origins of economic development," Journal of Economic Growth, Springer, vol. 21(3), pages 225-257, September.
    42. Chen, Yongmin & Jiang, Haiwei & Liang, Yousha & Pan, Shiyuan, 2022. "The impact of foreign direct investment on innovation: Evidence from patent filings and citations in China," Journal of Comparative Economics, Elsevier, vol. 50(4), pages 917-945.
    43. César Calderón & Enrique Moral‐Benito & Luis Servén, 2015. "Is infrastructure capital productive? A dynamic heterogeneous approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(2), pages 177-198, March.
    44. Hanushek, Eric A., 2013. "Economic growth in developing countries: The role of human capital," Economics of Education Review, Elsevier, vol. 37(C), pages 204-212.
    45. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    46. Wei, Yifan, 2022. "Reprint of: Regional governments and opportunity entrepreneurship in underdeveloped institutional environments: An entrepreneurial ecosystem perspective," Research Policy, Elsevier, vol. 51(9).
    47. Edinaldo Tebaldi & Bruce Elmslie, 2008. "Institutions, Innovation And Economic Growth," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 33(2), pages 27-53, December.
    48. Philippe Aghion & Ufuk Akcigit & Peter Howitt, 2015. "The Schumpeterian Growth Paradigm," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 557-575, August.
    49. Pierre-Richard Agénor, 2017. "Caught In The Middle? The Economics Of Middle-Income Traps," Journal of Economic Surveys, Wiley Blackwell, vol. 31(3), pages 771-791, July.
    50. Khachoo, Qayoom & Sharma, Ruchi & Dhanora, Madan, 2018. "Does proximity to the frontier facilitate FDI-spawned spillovers on innovation and productivity?," Journal of Economics and Business, Elsevier, vol. 97(C), pages 39-49.
    51. Chu, Angus C. & Cozzi, Guido & Galli, Silvia, 2014. "Stage-dependent intellectual property rights," Journal of Development Economics, Elsevier, vol. 106(C), pages 239-249.
    52. Philippe Aghion & Christopher Harris & Peter Howitt & John Vickers, 2001. "Competition, Imitation and Growth with Step-by-Step Innovation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 467-492.
    53. Ding, Sai & Jiang, Wei & Li, Shengyu & Wei, Shang-Jin, 2024. "Fiscal policy volatility and capital misallocation: Evidence from China," European Economic Review, Elsevier, vol. 167(C).
    54. Wei, Yifan, 2022. "Regional governments and opportunity entrepreneurship in underdeveloped institutional environments: An entrepreneurial ecosystem perspective," Research Policy, Elsevier, vol. 51(1).
    55. Giammario Impullitti & Omar Licandro, 2018. "Trade, Firm Selection and Innovation: The Competition Channel," Economic Journal, Royal Economic Society, vol. 128(608), pages 189-229, February.
    56. Altenburg, Tilman & Corrocher, Nicoletta & Malerba, Franco, 2022. "China's leapfrogging in electromobility. A story of green transformation driving catch-up and competitive advantage," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    57. Fabrizio Zilibotti, 2017. "Growing and Slowing Down Like China," Journal of the European Economic Association, European Economic Association, vol. 15(5), pages 943-988.
    58. Lin, Yatang & Qin, Yu & Xie, Zhuan, 2021. "Does foreign technology transfer spur domestic innovation? Evidence from the high-speed rail sector in China," Journal of Comparative Economics, Elsevier, vol. 49(1), pages 212-229.
    59. Ömer Özak, 2018. "Distance to the pre-industrial technological frontier and economic development," Journal of Economic Growth, Springer, vol. 23(2), pages 175-221, June.
    60. Peter Howitt, 2000. "Endogenous Growth and Cross-Country Income Differences," American Economic Review, American Economic Association, vol. 90(4), pages 829-846, September.
    61. repec:hal:spmain:info:hdl:2441/1a9acst1l284eo8kvqrqrnlbl1 is not listed on IDEAS
    62. 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.
    63. Andreas Reinstaller & Fabian Unterlass, 2011. "Sectoral Innovation Modes and Level of Economic Development: Implications for Innovation Policy in the New Member States," Chapters, in: Slavo Radosevic & Anna Kaderabkova (ed.), Challenges for European Innovation Policy, chapter 4, Edward Elgar Publishing.
    64. Sefa Awaworyi Churchill & Hoang M. Luong & Mehmet Ugur, 2022. "Does intellectual property protection deliver economic benefits? A multi‐outcome meta‐regression analysis of the evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 36(5), pages 1477-1509, December.
    65. 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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    Keywords

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    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

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