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Research output and economic growth in technological laggard contexts: a longitudinal analysis (1980–2019) by type of research

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  • Tânia Pinto

    (University of Porto)

  • Aurora A. C. Teixeira

    (University of Porto)

Abstract

The literature on the impact of research output (RO) on economic growth (EG) has been rapidly expanding. However, the single growth processes of technological laggard countries and the mediating roles of human capital (HC) and structural change have been overlooked. Based on cointegration analyses and Granger causality tests over 40 years (1980–2019) for Portugal, five results are worth highlighting: (1) in the short run, RO is critical to promote EG; (2) the long run relation between RO and EG is more complex, being positive and significant in the case of global and research fields that resemble capital goods (Life, Physical, Engineering & Technology, and Social Sciences), and negative in the case of research fields that resemble final goods (Clinical & Pre-Clinical Health, and Arts & Humanities); (3) existence of important short run mismatches between HC and scientific production, with the former mitigating the positive impact of the latter on EG; (4) in the long run, such mismatches are only apparent for ‘general’ HC (years of schooling of the population 25 + years), with the positive association between RO and EG being enhanced by increases in ‘specialized’ HC (number of R&D researchers); (5) structural change processes favouring industry amplify the positive (long-run) association and (short-run) impact of RO on EG. Such results robustly suggest that even in technologically laggard contexts, scientific production is critical for economic growth, especially when aligned with changes in sectoral composition that favour industry.

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  • Tânia Pinto & Aurora A. C. Teixeira, 2024. "Research output and economic growth in technological laggard contexts: a longitudinal analysis (1980–2019) by type of research," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(3), pages 1197-1230, March.
  • Handle: RePEc:spr:scient:v:129:y:2024:i:3:d:10.1007_s11192-023-04893-1
    DOI: 10.1007/s11192-023-04893-1
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    as
    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. Katharine G. Abraham & Justine Mallatt, 2022. "Measuring Human Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 103-130, Summer.
    3. Ling-Chu Lee & Pin-Hua Lin & Yun-Wen Chuang & Yi-Yang Lee, 2011. "Research output and economic productivity: a Granger causality test," Scientometrics, Springer;Akadémiai Kiadó, vol. 89(2), pages 465-478, November.
    4. Rui M. Cartaxo & Manuel Mira Godinho, 2017. "How institutional nature and available resources determine the performance of technology transfer offices," Industry and Innovation, Taylor & Francis Journals, vol. 24(7), pages 713-734, October.
    5. Henry Laverde-Rojas & Juan C. Correa, 2019. "Can scientific productivity impact the economic complexity of countries?," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(1), pages 267-282, July.
    6. Teixeira, Aurora A.C. & Fortuna, Natércia, 2010. "Human capital, R&D, trade, and long-run productivity. Testing the technological absorption hypothesis for the Portuguese economy, 1960-2001," Research Policy, Elsevier, vol. 39(3), pages 335-350, April.
    7. Smith, Matthew, 2018. "Demand-Led Growth Theory in a Classical Framework: Its Superiority, Its Limitations, and Its Explanatory Power," Centro Sraffa Working Papers CSWP29, Centro di Ricerche e Documentazione "Piero Sraffa".
    8. Matthew Smith, 2012. "Demand-led Growth Theory: A Historical Approach," Review of Political Economy, Taylor & Francis Journals, vol. 24(4), pages 543-573, October.
    9. Klaus Jaffe & Mario Caicedo & Marcos Manzanares & Mario Gil & Alfredo Rios & Astrid Florez & Claudia Montoreano & Vicente Davila, 2013. "Productivity in Physical and Chemical Science Predicts the Future Economic Growth of Developing Countries Better than Other Popular Indices," PLOS ONE, Public Library of Science, vol. 8(6), pages 1-10, June.
    10. 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.
    11. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    12. Roula Inglesi-Lotz & Tsangyao Chang & Rangan Gupta, 2015. "Causality between research output and economic growth in BRICS," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(1), pages 167-176, January.
    13. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    14. William J Sutherland & David Goulson & Simon G Potts & Lynn V Dicks, 2011. "Quantifying the Impact and Relevance of Scientific Research," PLOS ONE, Public Library of Science, vol. 6(11), pages 1-10, November.
    15. 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.
    16. Jang C. Jin, 2010. "Research Publications, Economic Growth And Causality: Japan'S Experience," Pacific Economic Review, Wiley Blackwell, vol. 15(5), pages 666-673, December.
    17. Enrique Moral-Benito, 2012. "Determinants of Economic Growth: A Bayesian Panel Data Approach," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 566-579, May.
    18. Benos, Nikos & Zotou, Stefania, 2014. "Education and Economic Growth: A Meta-Regression Analysis," World Development, Elsevier, vol. 64(C), pages 669-689.
    19. Stéphanie Guichard & Bénédicte Larre, 2006. "Enhancing Portugal's Human Capital," OECD Economics Department Working Papers 505, OECD Publishing.
    20. Aurora Teixeira & André Monteiro, 2018. "The efficiency of Portuguese Technology Transfer Offices and the importance of university characteristics," GEE Papers 0093, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Feb 2018.
    21. F. Moya-Anegón & V. Herrero-Solana, 1999. "Science in america latina: A comparison of bibliometric and scientific-technical indicators," Scientometrics, Springer;Akadémiai Kiadó, vol. 46(2), pages 299-320, October.
    22. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    23. David A. Dickey & Dennis W. Jansen & Daniel L. Thornton, 1994. "A Primer on Cointegration with an Application to Money and Income," Palgrave Macmillan Books, in: B. Bhaskara Rao (ed.), Cointegration, chapter 2, pages 9-45, Palgrave Macmillan.
    24. Ayman Mnasri & Zouhair Mrabet & Mouyad Alsamara, 2023. "A new quadratic asymmetric error correction model: does size matter?," Empirical Economics, Springer, vol. 65(1), pages 33-64, July.
    25. Roula Inglesi-Lotz & Mehmet Balcilar & Rangan Gupta, 2014. "Time-varying causality between research output and economic growth in US," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(1), pages 203-216, July.
    26. de la Fuente, Angel & Domenech, Rafael, 2002. "Educational Attainment in the OECD, 1960-95," CEPR Discussion Papers 3390, C.E.P.R. Discussion Papers.
    27. Sónia Morgado, 2014. "Does health promote economic growth? Portuguese case study: from dictatorship to full democracy," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(6), pages 591-598, July.
    28. He, Qiuqin & Xu, Bing, 2019. "Determinants of economic growth: A varying-coefficient path identification approach," Journal of Business Research, Elsevier, vol. 101(C), pages 811-818.
    29. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    30. Santos, João & Domingos, Tiago & Sousa, Tânia & St. Aubyn, Miguel, 2018. "Useful Exergy Is Key in Obtaining Plausible Aggregate Production Functions and Recognizing the Role of Energy in Economic Growth: Portugal 1960–2009," Ecological Economics, Elsevier, vol. 148(C), pages 103-120.
    31. Pablo Jack & Jeremias Lachman & Andrés López, 2021. "Scientific knowledge production and economic catching-up: an empirical analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(6), pages 4565-4587, June.
    32. Heitor, Manuel & Horta, Hugo & Mendonça, Joana, 2014. "Developing human capital and research capacity: Science policies promoting brain gain," Technological Forecasting and Social Change, Elsevier, vol. 82(C), pages 6-22.
    33. R. Inglesi-Lotz & A. Pouris, 2013. "The influence of scientific research output of academics on economic growth in South Africa: an autoregressive distributed lag (ARDL) application," Scientometrics, Springer;Akadémiai Kiadó, vol. 95(1), pages 129-139, April.
    34. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    35. Sultan Ayoub Meo & Abeer A Al Masri & Adnan Mahmood Usmani & Almas Naeem Memon & Syed Ziauddin Zaidi, 2013. "Impact of GDP, Spending on R&D, Number of Universities and Scientific Journals on Research Publications among Asian Countries," PLOS ONE, Public Library of Science, vol. 8(6), pages 1-8, June.
    36. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," NBER Chapters, in: Investment in Human Beings, pages 9-49, National Bureau of Economic Research, Inc.
    37. Omwoyo Bosire Onyancha, 2020. "A meta-analysis study of the relationship between research and economic development in selected countries in sub-Saharan Africa," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 655-675, May.
    38. Abdulnasser Hatemi-J & Ahdi N. Ajmi & Ghassen El Montasser & Roula Inglesi-Lotz & Rangan Gupta, 2016. "Research output and economic growth in G7 countries: new evidence from asymmetric panel causality testing," Applied Economics, Taylor & Francis Journals, vol. 48(24), pages 2301-2308, May.
    39. Aurora A. C. Teixeira & Natércia Fortuna, 2004. "Human capital, innovation capability and economic growth in Portugal, 1960-2001," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 3(3), pages 205-225, December.
    40. Jang C. Jin & Lawrence Jin, 2013. "Research publications and economic growth: evidence from cross-country regressions," Applied Economics, Taylor & Francis Journals, vol. 45(8), pages 983-990, March.
    41. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    42. 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.
    43. Francesco Quatraro, 2010. "The Economics of Structural Change in Knowledge," Post-Print halshs-00727628, HAL.
    44. Fulvio Castellacci, 2004. "A neo-Schumpeterian Approach to Why Growth Rates Differ," Revue économique, Presses de Sciences-Po, vol. 55(6), pages 1145-1169.
    45. Hamilton Ntuli & Roula Inglesi-Lotz & Tsangyao Chang & Anastassios Pouris, 2015. "Does research output cause economic growth or vice versa? Evidence from 34 OECD countries," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(8), pages 1709-1716, August.
    46. Teixeira, Aurora A.C. & Queirós, Anabela S.S., 2016. "Economic growth, human capital and structural change: A dynamic panel data analysis," Research Policy, Elsevier, vol. 45(8), pages 1636-1648.
    47. Klaus Jaffe & Enrique ter Horst & Laura H Gunn & Juan Diego Zambrano & German Molina, 2020. "A network analysis of research productivity by country, discipline, and wealth," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-15, May.
    48. Freeman, Chris & Louca, Francisco, 2002. "As Time Goes By: From the Industrial Revolutions to the Information Revolution," OUP Catalogue, Oxford University Press, number 9780199251056, Decembrie.
    49. Nelson, Richard R, 1998. "The Agenda for Growth Theory: A Different Point of View," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 22(4), pages 497-520, July.
    50. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    51. Pedro Lains, 2008. "The Portuguese Economy in the Irish Mirror, 1960–2004," Open Economies Review, Springer, vol. 19(5), pages 667-683, November.
    52. Jin, Jang C., 2009. "Economic research and economic growth: Evidence from East Asian economies," Journal of Asian Economics, Elsevier, vol. 20(2), pages 150-155, March.
    53. Chadi Azmeh, 2022. "Quantity and quality of research output and economic growth: empirical investigation for all research areas in the MENA countries," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(11), pages 6147-6163, November.
    54. Harris, Donald J, 1974. "The Price Policy of Firms, the Level of Employment and Distribution of Income in the Short Run," Australian Economic Papers, Wiley Blackwell, vol. 13(22), pages 144-151, June.
    55. Michele Di Maio, 2013. "Are Mainstream and Heterodox Economists Different? An Empirical Analysis," American Journal of Economics and Sociology, Wiley Blackwell, vol. 72(5), pages 1315-1348, November.
    56. Francesco Quatraro, 2009. "Innovation, structural change and productivity growth: evidence from Italian regions, 1980--2003," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 33(5), pages 1001-1022, September.
    57. Philip Bodman & Thanh Le, 2013. "Assessing the roles that absorptive capacity and economic distance play in the foreign direct investment-productivity growth nexus," Applied Economics, Taylor & Francis Journals, vol. 45(8), pages 1027-1039, March.
    58. Nicholas M Odhiambo & Lydia Ntenga, 2016. "Research publications and economic growth in South Africa: an empirical investigation," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 43(7), pages 662-675, July.
    59. Tânia Pinto & Aurora A. C. Teixeira, 2020. "The impact of research output on economic growth by fields of science: a dynamic panel data analysis, 1980–2016," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 945-978, May.
    60. Pegkas, Panagiotis & Staikouras, Christos & Tsamadias, Constantinos, 2019. "Does research and development expenditure impact innovation? Evidence from the European Union countries," Journal of Policy Modeling, Elsevier, vol. 41(5), pages 1005-1025.
    61. Hamid Sepehrdoust & Mohsen Tartar & Razieh Davarikish, 2021. "Does Scientific Productivity Stimulate Intensified Technology Exports in Developing Economies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(4), pages 2111-2135, December.
    62. Ireland, Peter N., 1994. "Supply-side economics and endogenous growth," Journal of Monetary Economics, Elsevier, vol. 33(3), pages 559-571, June.
    63. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    64. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    65. Jorge M. Andraz & Paulo M.M. Rodrigues, 2010. "What causes economic growth in Portugal: exports or inward FDI?," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(3), pages 267-287, August.
    66. Abramo, Giovanni & D'Angelo, Ciriaco Andrea & Di Costa, Flavia, 2022. "Revealing the scientific comparative advantage of nations: Common and distinctive features," Journal of Informetrics, Elsevier, vol. 16(1).
    67. Pier Saviotti & Andreas Pyka, 2004. "Economic development by the creation of new sectors," Journal of Evolutionary Economics, Springer, vol. 14(1), pages 1-35, January.
    68. Khan, Muhammad Salar, 2022. "Absorptive capacities and economic growth in low- and middle-income economies," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 156-188.
    69. R. Inglesi-Lotz & A. Hakimi & A. Pouris, 2018. "Patents vs publications and R&D: three sides of the same coin? Panel Smooth Transition Regression (PSTR) for OECD and BRICS countries," Applied Economics, Taylor & Francis Journals, vol. 50(45), pages 4912-4923, September.
    70. Sakiru Adebola Solarin & Yuen Yee Yen, 2016. "A global analysis of the impact of research output on economic growth," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(2), pages 855-874, August.
    71. Arman Pourghaz & Ehsan Bahrami Samani & Babak Shokri, 2023. "Analysis of the impact of research output on economic growth with using a multivariate random effects model," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(4), pages 2259-2282, April.
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