IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i3p1854-d743102.html
   My bibliography  Save this article

Driving Factors for R&D Intensity: Evidence from Global and Income-Level Panels

Author

Listed:
  • Cristiana Tudor

    (International Business and Economics Department, The Bucharest University of Economic Studies, 010374 Bucharest, Romania)

  • Robert Sova

    (Management Information Systems Department, The Bucharest University of Economic Studies, 010374 Bucharest, Romania)

Abstract

Research and development (R&D) has long been recognized as an important component of sustainable development, with a key role in the combatting of climate change. Moreover, R&D activity is increasingly acknowledged as an important contributing factor to global post-pandemic economic recovery. However, little is known about the determinants of R&D intensity (the share of R&D expenditure in GDP) and countries have repeatedly missed their set targets for this indicator. This article tackles this issue for a global panel consisting of 62 countries over the period 2007–2015 by using a dynamic system-generalized method of moments (SYS-GMM) panel model to uncover driving factors for R&D intensity. We also perform investigations on two homogenous subpanels constructed based on the income level of sample countries (High-income, and Middle- and Low-income subpanels), which contributes to assuring the robustness of results, along with formal model diagnostics and employment of alternative explanatory variables. We mainly find that the number of researchers is the most important driving factor for R&D intensity. High-technology exports have a statistically significant effect on R&D intensity only in middle and low-income countries. Patents are conducive to R&D intensity only in the high-income panel. Trade-openness is a significant mitigating factor for R&D investments throughout the panels and model specifications. Policy implications of results are also discussed.

Suggested Citation

  • Cristiana Tudor & Robert Sova, 2022. "Driving Factors for R&D Intensity: Evidence from Global and Income-Level Panels," Sustainability, MDPI, vol. 14(3), pages 1-16, February.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:3:p:1854-:d:743102
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/3/1854/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/3/1854/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    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. Olfa Alouini & Paul Hubert, 2019. "Country size, economic performance and volatility," Revue de l'OFCE, Presses de Sciences-Po, vol. 0(4), pages 139-163.
    3. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    4. Gonçalves, Eduardo & Gonçalves Taveira, Juliana & Labrador, Adalberto & Pio, João Gabriel, 2021. "Is trade openness a carrier of knowledge spillovers for developed and developing countries?," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 66-75.
    5. Wang, Eric C., 2010. "Determinants of R&D investment: The Extreme-Bounds-Analysis approach applied to 26 OECD countries," Research Policy, Elsevier, vol. 39(1), pages 103-116, February.
    6. Galindo, Miguel-Ángel & Méndez, María Teresa, 2014. "Entrepreneurship, economic growth, and innovation: Are feedback effects at work?," Journal of Business Research, Elsevier, vol. 67(5), pages 825-829.
    7. 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.
    8. 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.
    9. 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.
    10. Claude Diebolt & Ralph Hippe, 2019. "The long-run impact of human capital on innovation and economic development in the regions of Europe," Applied Economics, Taylor & Francis Journals, vol. 51(5), pages 542-563, January.
    11. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    12. Grande, Edgar & Peschke, Anke, 1999. "Transnational cooperation and policy networks in European science policy-making," Research Policy, Elsevier, vol. 28(1), pages 43-61, January.
    13. 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.
    14. Christopher F Baum, 2006. "An Introduction to Modern Econometrics using Stata," Stata Press books, StataCorp LP, number imeus, March.
    15. 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.
    16. 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.
    17. Park, Walter G, 1995. "International R&D Spillovers and OECD Economic Growth," Economic Inquiry, Western Economic Association International, vol. 33(4), pages 571-591, October.
    18. Miremadi, I. & Saboohi, Y. & Arasti, M., 2019. "The influence of public R&D and knowledge spillovers on the development of renewable energy sources: The case of the Nordic countries," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 450-463.
    19. Phuc Canh, Nguyen & Schinckus, Christophe & Thanh, Su Dinh, 2019. "Do economic openness and institutional quality influence patents? Evidence from GMM systems estimates," International Economics, Elsevier, vol. 157(C), pages 134-169.
    20. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    21. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    22. 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.
    23. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    24. 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.
    25. repec:hal:spmain:info:hdl:2441/5ka78fknuu8fgruprbdgllq262 is not listed on IDEAS
    26. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    27. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    28. 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.
    29. Lee, Lung-fei, 2007. "The method of elimination and substitution in the GMM estimation of mixed regressive, spatial autoregressive models," Journal of Econometrics, Elsevier, vol. 140(1), pages 155-189, September.
    30. John Inekwe, 2015. "The Contribution of R&D Expenditure to Economic Growth in Developing Economies," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(3), pages 727-745, December.
    31. Varsakelis, Nikos C., 2006. "Education, political institutions and innovative activity: A cross-country empirical investigation," Research Policy, Elsevier, vol. 35(7), pages 1083-1090, September.
    32. Furman, Jeffrey L. & Porter, Michael E. & Stern, Scott, 2002. "The determinants of national innovative capacity," Research Policy, Elsevier, vol. 31(6), pages 899-933, August.
    33. Falk, Martin, 2007. "R&D spending in the high-tech sector and economic growth," Research in Economics, Elsevier, vol. 61(3), pages 140-147, September.
    34. Cristiana Tudor & Robert Sova, 2021. "On the Impact of GDP per Capita, Carbon Intensity and Innovation for Renewable Energy Consumption: Worldwide Evidence," Energies, MDPI, vol. 14(19), pages 1-25, October.
    35. 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.
    36. Biresselioglu, Mehmet Efe & Kilinc, Dilara & Onater-Isberk, Esra & Yelkenci, Tezer, 2016. "Estimating the political, economic and environmental factors’ impact on the installed wind capacity development: A system GMM approach," Renewable Energy, Elsevier, vol. 96(PA), pages 636-644.
    37. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    38. 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.
    39. Lee, Lung-fei, 2007. "GMM and 2SLS estimation of mixed regressive, spatial autoregressive models," Journal of Econometrics, Elsevier, vol. 137(2), pages 489-514, April.
    40. Gu, Gaoxiang & Wang, Zheng, 2018. "Research on global carbon abatement driven by R&D investment in the context of INDCs," Energy, Elsevier, vol. 148(C), pages 662-675.
    41. Omri, Anis & Nguyen, Duc Khuong, 2014. "On the determinants of renewable energy consumption: International evidence," Energy, Elsevier, vol. 72(C), pages 554-560.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sakiru Adebola Solarin & Gema Lopez & Luis A. Gil‐Alana, 2022. "Persistence analysis of research intensity in OECD countries since 1870," Australian Economic Papers, Wiley Blackwell, vol. 61(4), pages 738-750, December.
    2. Cristiana Tudor, 2022. "The Nexus between Pollution and Obesity and the Magnifying Role of Media Consumption: International Evidence from GMM Systems Estimates," IJERPH, MDPI, vol. 19(16), pages 1-18, August.

    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. Cristiana Tudor, 2022. "The Nexus between Pollution and Obesity and the Magnifying Role of Media Consumption: International Evidence from GMM Systems Estimates," IJERPH, MDPI, vol. 19(16), pages 1-18, August.
    2. Rafiou Raphaël Bétila, 2021. "The impact of Ease of Doing Business on economic growth: a dynamic panel analysis for African countries," SN Business & Economics, Springer, vol. 1(10), pages 1-34, October.
    3. Ulaşan, Bülent, 2012. "Cross-country growth empirics and model uncertainty: An overview," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-69.
    4. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.
    5. Alvina Sabah Idrees & Saima Sarwar, 2021. "State effectiveness, property rights and entrepreneurial behaviour as determinants of National Innovation," Australian Economic Papers, Wiley Blackwell, vol. 60(3), pages 392-423, September.
    6. Osvaldo Lagares, 2016. "Capital, Economic Growth and Relative Income Differences in Latin America," Discussion Papers 16/03, Department of Economics, University of York.
    7. Ejike Udeogu (a) , Uzochukwu Amakom (b) and Shampa Roy-Mukherjee (a), 2021. "Empirical Analysis of an Augmented Schumpeterian Endogenous Growth Model," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 46(1), pages 53-84, March.
    8. Vogel, Johanna, 2013. "Regional Convergence in Europe: A Dynamic Heterogeneous Panel Approach," MPRA Paper 51794, University Library of Munich, Germany.
    9. Cristian Incaltarau & Gabriela Carmen Pascariu & Adelaide Duarte & Peter Nijkamp, 2021. "Migration, regional growth and convergence: a spatial econometric study on Romania," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 66(3), pages 497-532, June.
    10. Dolton, Peter & Bondibene, Chiara Rosazza & Stops, Michael, 2015. "Identifying the employment effect of invoking and changing the minimum wage: A spatial analysis of the UK," Labour Economics, Elsevier, vol. 37(C), pages 54-76.
    11. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    12. Heid, Benedikt & Langer, Julian & Larch, Mario, 2012. "Income and democracy: Evidence from system GMM estimates," Economics Letters, Elsevier, vol. 116(2), pages 166-169.
    13. Balcilar, Mehmet & Gupta, Rangan & Lee, Chien-Chiang & Olasehinde-Williams, Godwin, 2018. "The synergistic effect of insurance and banking sector activities on economic growth in Africa," Economic Systems, Elsevier, vol. 42(4), pages 637-648.
    14. Salima Bouayad-Agha & Nadine Turpin & Lionel Védrine, 2010. "Fostering the potential endogenous development of European regions: a spatial dynamic panel data analysis of the Cohesion Policy on regional convergence over the period 1980-2005," TEPP Working Paper 2010-17, TEPP.
    15. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    16. Peñasco, Cristina & del Río, Pablo & Romero-Jordán, Desiderio, 2017. "Gas and electricity demand in Spanish manufacturing industries: An analysis using homogeneous and heterogeneous estimators," Utilities Policy, Elsevier, vol. 45(C), pages 45-60.
    17. Heath Henderson & Leonardo Corral & Eric Simning & Paul Winters, 2015. "Land Accumulation Dynamics in Developing Country Agriculture," Journal of Development Studies, Taylor & Francis Journals, vol. 51(6), pages 743-761, June.
    18. Mateo Zokalj, 2016. "The impact of population aging on public finance in the European Union," Financial Theory and Practice, Institute of Public Finance, vol. 40(4), pages 383-412.
    19. Fagiolo, Giorgio & Santoni, Gianluca, 2015. "Human-mobility networks, country income, and labor productivity," Network Science, Cambridge University Press, vol. 3(3), pages 377-407, September.
    20. Ismail M. Cole, 2023. "The political economy triangle of government spending, interest‐group influence, and income inequality: Evidence and implications from the US states," Economics and Politics, Wiley Blackwell, vol. 35(3), pages 1122-1176, November.

    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:gam:jsusta:v:14:y:2022:i:3:p:1854-:d:743102. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.