IDEAS home Printed from https://ideas.repec.org/a/eee/teinso/v51y2017icp113-123.html
   My bibliography  Save this article

The innovation- growth link in OECD countries: Could other macroeconomic variables matter?

Author

Listed:
  • Pradhan, Rudra P.
  • Arvin, Mak B.
  • Bahmani, Sahar
  • Bennett, Sara E.

Abstract

This study investigates the Granger causal relationships between innovation, economic growth, information and communication technology (ICT) infrastructure, government consumption expenditure, gross capital formation, foreign direct investment, and trade openness. Using panel data from 32 high-income OECD countries from 1970 to 2016 and panel cointegration techniques, results show that these variables are cointegrated. The Granger causality tests further confirm that, taking other variables into account, there is bi-directional causality between innovation and economic growth in the long run. Moreover, both economic growth and innovation are generally impacted in the long run by the other variables that we consider. The short-run causality results reveal a diverse pattern of short-run adjustment dynamics among the variables including the possibility of feedback among some of them. Important policy implications for sustainable economic growth and higher innovation suggest elevating government consumption expenditure, increasing capital formation, further opening of countries' economies to trade, as well as improving ICT infrastructure.

Suggested Citation

  • Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar & Bennett, Sara E., 2017. "The innovation- growth link in OECD countries: Could other macroeconomic variables matter?," Technology in Society, Elsevier, vol. 51(C), pages 113-123.
  • Handle: RePEc:eee:teinso:v:51:y:2017:i:c:p:113-123
    DOI: 10.1016/j.techsoc.2017.08.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160791X1630032X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techsoc.2017.08.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    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. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar & Hall, John H. & Norman, Neville R., 2017. "Finance and growth: Evidence from the ARF countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 66(C), pages 136-148.
    3. Agénor, Pierre-Richard & Neanidis, Kyriakos C., 2015. "Innovation, public capital, and growth," Journal of Macroeconomics, Elsevier, vol. 44(C), pages 252-275.
    4. 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.
    5. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    6. Roig-Tierno, Norat & Alcázar, Joaquín & Ribeiro-Navarrete, Samuel, 2015. "Use of infrastructures to support innovative entrepreneurship and business growth," Journal of Business Research, Elsevier, vol. 68(11), pages 2290-2294.
    7. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, April.
    8. Huang, Kuo-Feng, 2011. "Technology competencies in competitive environment," Journal of Business Research, Elsevier, vol. 64(2), pages 172-179, February.
    9. Vu, Khuong M., 2011. "ICT as a source of economic growth in the information age: Empirical evidence from the 1996-2005 period," Telecommunications Policy, Elsevier, vol. 35(4), pages 357-372, May.
    10. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    11. Philippe Aghion & Diego Comin & Peter Howitt & Isabel Tecu, 2016. "When Does Domestic Savings Matter for Economic Growth?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(3), pages 381-407, August.
    12. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    13. Katarina Keller & Panu Poutvaara & Andreas Wagener, 2009. "Military Draft And Economic Growth In Oecd Countries," Defence and Peace Economics, Taylor & Francis Journals, vol. 20(5), pages 373-393, October.
    14. Dachs, Bernhard & Peters, Bettina, 2014. "Innovation, employment growth, and foreign ownership of firms," Research Policy, Elsevier, vol. 43(1), pages 214-232.
    15. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    16. Bayoumi, Tamim & Coe, David T. & Helpman, Elhanan, 1999. "R&D spillovers and global growth," Journal of International Economics, Elsevier, vol. 47(2), pages 399-428, April.
    17. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    18. Andergassen, Rainer & Nardini, Franco & Ricottilli, Massimo, 2009. "Innovation and growth through local and global interaction," Journal of Economic Dynamics and Control, Elsevier, vol. 33(10), pages 1779-1795, October.
    19. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    20. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    21. 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.
    22. B. Mak Arvin & Rudra P. Pradhan, 2014. "Broadband penetration and economic growth nexus: evidence from cross-country panel data," Applied Economics, Taylor & Francis Journals, vol. 46(35), pages 4360-4369, December.
    23. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    24. Santacreu, Ana Maria, 2015. "Innovation, diffusion, and trade: Theory and measurement," Journal of Monetary Economics, Elsevier, vol. 75(C), pages 1-20.
    25. Cruz-Cázares, Claudio & Bayona-Sáez, Cristina & García-Marco, Teresa, 2013. "You can’t manage right what you can’t measure well: Technological innovation efficiency," Research Policy, Elsevier, vol. 42(6), pages 1239-1250.
    26. Laeven, Luc & Levine, Ross & Michalopoulos, Stelios, 2015. "Financial innovation and endogenous growth," Journal of Financial Intermediation, Elsevier, vol. 24(1), pages 1-24.
    27. van der Wiel, Henry & van Leeuwen, George & Hempell, Thomas, 2004. "ICT, Innovation and Business Performance in Services: Evidence for Germany and the Netherlands," ZEW Discussion Papers 04-06, ZEW - Leibniz Centre for European Economic Research.
    28. Navas, Antonio, 2015. "Trade liberalisation and innovation under sector heterogeneity," Regional Science and Urban Economics, Elsevier, vol. 50(C), pages 42-62.
    29. Fagerberg, Jan & Srholec, Martin & Verspagen, Bart, 2010. "Innovation and Economic Development," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 833-872, Elsevier.
    30. Sang H. Lee & John Levendis & Luis Gutierrez, 2012. "Telecommunications and economic growth: an empirical analysis of sub-Saharan Africa," Applied Economics, Taylor & Francis Journals, vol. 44(4), pages 461-469, February.
    31. Goel, Rajeev K & Ram, Rati, 1994. "Research and Development Expenditures and Economic Growth: A Cross-Country Study," Economic Development and Cultural Change, University of Chicago Press, vol. 42(2), pages 403-411, January.
    32. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    33. Alice Shiu & Pun-Lee Lam, 2008. "Causal Relationship between Telecommunications and Economic Growth in China and its Regions," Regional Studies, Taylor & Francis Journals, vol. 42(5), pages 705-718.
    34. Rudra P. Pradhan & Mak B. Arvin & John H. Hall & Mahendhiran Nair, 2016. "Innovation, financial development and economic growth in Eurozone countries," Applied Economics Letters, Taylor & Francis Journals, vol. 23(16), pages 1141-1144, November.
    35. Seppo Honkapohja & Frank Westermann, 2009. "Economic Growth in the European Union," Palgrave Macmillan Books, in: Seppo Honkapohja & Frank Westermann (ed.), Designing the European Model, chapter 8, pages 259-295, Palgrave Macmillan.
    36. Alain de Serres & Shuji Kobayakawa & Torsten Sløk & Laura Vartia, 2006. "Regulation of Financial Systems and Economic Growth," OECD Economics Department Working Papers 506, OECD Publishing.
    37. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    38. Bruce A. Kirchhoff & Scott L. Newbert & Iftekhar Hasan & Catherine Armington, 2007. "The Influence of University R & D Expenditures on New Business Formations and Employment Growth," Entrepreneurship Theory and Practice, , vol. 31(4), pages 543-559, July.
    39. Hausman, Angela & Johnston, Wesley J., 2014. "The role of innovation in driving the economy: Lessons from the global financial crisis," Journal of Business Research, Elsevier, vol. 67(1), pages 2720-2726.
    40. Mansfield, Edwin, 1980. "Basic Research and Productivity Increase in Manufacturing," American Economic Review, American Economic Association, vol. 70(5), pages 863-873, December.
    41. Sohag, Kazi & Begum, Rawshan Ara & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia," Energy, Elsevier, vol. 90(P2), pages 1497-1507.
    42. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    43. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    44. Hanley, Aoife & Liu, Wan-Hsin & Vaona, Andrea, 2011. "Financial development and innovation in China: Evidence from the provincial data," Kiel Working Papers 1673, Kiel Institute for the World Economy (IfW Kiel).
    45. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2013. "Innovation and intangible investment in Europe, Japan, and the United States," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 261-286, SUMMER.
    46. Wennekers, Sander & Thurik, Roy, 1999. "Linking Entrepreneurship and Economic Growth," Small Business Economics, Springer, vol. 13(1), pages 27-55, August.
    47. Nancy L. Stokey, 1995. "R&D and Economic Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(3), pages 469-489.
    48. Giovanni Dosi, 2000. "Sources, Procedures, and Microeconomic Effects of Innovation," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 2, pages 63-114, Edward Elgar Publishing.
    49. Steven N. Durlauf & Paul A. Johnson & Jonathan R. W. Temple, 2009. "The Methods of Growth Econometrics," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 24, pages 1119-1179, Palgrave Macmillan.
    50. Haskel, J & Corrado, C & Jona-Lasinio, C & Iommi, M, 2013. "Innovation and intangible investment in Europe, Japan and the US," Working Papers 11139, Imperial College, London, Imperial College Business School.
    51. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    52. Yang, Chih-Hai, 2006. "Is innovation the story of Taiwan's economic growth?," Journal of Asian Economics, Elsevier, vol. 17(5), pages 867-878, November.
    53. Chris Freeman & Luc Soete, 1997. "The Economics of Industrial Innovation, 3rd Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262061953, April.
    54. Petrakis, Panagiotis E. & Kostis, Pantelis C. & Valsamis, Dionysis G., 2015. "Innovation and competitiveness: Culture as a long-term strategic instrument during the European Great Recession," Journal of Business Research, Elsevier, vol. 68(7), pages 1436-1438.
    55. repec:bla:scandj:v:104:y:2002:i:4:p:531-45 is not listed on IDEAS
    56. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    57. Per Botolf Maurseth & Bart Verspagen, 2002. "Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    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. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    2. Nair, Mahendhiran & Pradhan, Rudra P. & Arvin, Mak B., 2020. "Endogenous dynamics between R&D, ICT and economic growth: Empirical evidence from the OECD countries," Technology in Society, Elsevier, vol. 62(C).
    3. Ndubuisi, Gideon & Denis, Yuni & Urom, Christian & Abid, Ilyes, 2023. "Too big to be ignored: How energy poverty undermines productive efficiency," Energy Policy, Elsevier, vol. 181(C).
    4. Ahmad, Manzoor, 2021. "Non-linear dynamics of innovation activities over the business cycles: Empirical evidence from OECD economies," Technology in Society, Elsevier, vol. 67(C).
    5. Acheampong, Alex O. & Dzator, Janet & Dzator, Michael & Salim, Ruhul, 2022. "Unveiling the effect of transport infrastructure and technological innovation on economic growth, energy consumption and CO2 emissions," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    6. Charles Shaaba Saba & Nicholas Ngepah & Nicholas M. Odhiambo, 2024. "Information and Communication Technology (ICT), Growth and Development in Developing Regions: Evidence from a Comparative Analysis and a New Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 14700-14748, September.
    7. Muhammad Athar Nadeem & Zhiying Liu & Haji Suleman Ali & Amna Younis & Muhammad Bilal & Yi Xu, 2020. "Innovation and Sustainable Development: Does Aid and Political Instability Impede Innovation?," SAGE Open, , vol. 10(4), pages 21582440209, November.
    8. Ke-Liang Wang & Rui-Rui Zhu & Yun-He Cheng, 2022. "Does the Development of Digital Finance Contribute to Haze Pollution Control? Evidence from China," Energies, MDPI, vol. 15(7), pages 1-21, April.
    9. Ali, Mohammad Afshar & Alam, Khorshed & Taylor, Brad & Rafiq, Shuddhasattwa, 2020. "Does ICT maturity catalyse economic development? Evidence from a panel data estimation approach in OECD countries," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 163-174.
    10. Trinugroho, Irwan & Law, Siong Hook & Lee, Weng Chang & Wiwoho, Jamal & Sergi, Bruno S., 2021. "Effect of financial development on innovation: Roles of market institutions," Economic Modelling, Elsevier, vol. 103(C).
    11. Ndubuisi, Gideon & Otioma, Chuks & Tetteh, Godsway Korku, 2021. "Digital infrastructure and employment in services: Evidence from Sub-Saharan African countries," Telecommunications Policy, Elsevier, vol. 45(8).
    12. Jun Wen & Lingxiao Li & Xinxin Zhao & Chenyang Jiao & Wenjie Li, 2022. "How Government Size Expansion Can Affect Green Innovation—An Empirical Analysis of Data on Cross-Country Green Patent Filings," IJERPH, MDPI, vol. 19(12), pages 1-22, June.
    13. Bekhet, Hussain Ali & Latif, Nurul Wahilah Abdul, 2018. "The impact of technological innovation and governance institution quality on Malaysia's sustainable growth: Evidence from a dynamic relationship," Technology in Society, Elsevier, vol. 54(C), pages 27-40.
    14. Mugabe Roger & Liu Shulin & Brima Sesay, 2022. "ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa," SAGE Open, , vol. 12(4), pages 21582440221, October.
    15. Onea Ioana Alexandra, 2020. "Innovation indicators in the context of Romanian SMEs: A research agenda," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 14(1), pages 149-158, July.
    16. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar, 2018. "Are innovation and financial development causative factors in economic growth? Evidence from a panel granger causality test," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 130-142.
    17. Kovacs, Oliver, 2018. "The dark corners of industry 4.0 – Grounding economic governance 2.0," Technology in Society, Elsevier, vol. 55(C), pages 140-145.
    18. Rudra P. Pradhan & Ajoy K. Sarangi & Ashim Sabat, 2022. "The effect of ICT development on innovation: evidence from G-20 countries," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 12(2), pages 361-371, June.
    19. Pradhan, Rudra P. & Arvin, Mak B. & Nair, Mahendhiran & Bennett, Sara E. & Bahmani, Sahar, 2019. "Short-term and long-term dynamics of venture capital and economic growth in a digital economy: A study of European countries," Technology in Society, Elsevier, vol. 57(C), pages 125-134.
    20. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett, 2020. "Sustainable economic growth in the European Union: The role of ICT, venture capital, and innovation," Review of Financial Economics, John Wiley & Sons, vol. 38(1), pages 34-62, January.
    21. Aneta Bobeni? Hinto?ová & Michaela Bruothová, 2019. "A link between innovation performance and inward foreign direct investments: A case of Slovakia," Proceedings of International Academic Conferences 9812114, International Institute of Social and Economic Sciences.
    22. Pradhan, Rudra P. & Arvin, Mak B. & Nair, Mahendhiran & Bennett, Sara E., 2020. "The dynamics among entrepreneurship, innovation, and economic growth in the Eurozone countries," Journal of Policy Modeling, Elsevier, vol. 42(5), pages 1106-1122.
    23. Yusuf Opeyemi Akinwale, 2018. "An Empirical Analysis of Short Run and Long Run Relationships between Energy Consumption, Technology Innovation and Economic Growth in Saudi Arabia," International Journal of Energy Economics and Policy, Econjournals, vol. 8(4), pages 139-146.
    24. Fernández-Portillo, Antonio & Almodóvar-González, Manuel & Hernández-Mogollón, Ricardo, 2020. "Impact of ICT development on economic growth. A study of OECD European union countries," Technology in Society, Elsevier, vol. 63(C).

    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. Rana P. Maradana & Rudra P. Pradhan & Saurav Dash & Kunal Gaurav & Manju Jayakumar & Debaleena Chatterjee, 2017. "Does innovation promote economic growth? Evidence from European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 6(1), pages 1-23, December.
    2. Kais Mtar & Walid Belazreg, 2021. "Causal Nexus Between Innovation, Financial Development, and Economic Growth: the Case of OECD Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 310-341, March.
    3. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    4. Badeeb, Ramez Abubakr & Szulczyk, Kenneth R. & Zahra, Samia & Mukherjee, Tanusree Chakravarty, 2023. "Innovation dynamics in the natural resource curse hypothesis: A new perspective from BRICS countries," Resources Policy, Elsevier, vol. 81(C).
    5. Knut Blind & Florian Ramel & Charlotte Rochell, 2022. "The influence of standards and patents on long-term economic growth," The Journal of Technology Transfer, Springer, vol. 47(4), pages 979-999, August.
    6. Rudra P. Pradhan & Rana P. Maradana & Danish B. Zaki & Saurav Dash & Manju Jayakumar & Kunal Gaurav, 2017. "Venture Capital and Innovation: Evidence from European Economic Area Countries," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 14(06), pages 1-30, December.
    7. Kais Mtar & Walid Belazreg, 2023. "On the nexus of innovation, trade openness, financial development and economic growth in European countries: New perspective from a GMM panel VAR approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 766-791, January.
    8. Nguyen, Trang & Chaiechi, Taha & Eagle, Lynne & Low, David, 2020. "Dynamic impacts of SME stock market development and innovation on macroeconomic indicators: A Post-Keynesian approach," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 327-347.
    9. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar, 2018. "Are innovation and financial development causative factors in economic growth? Evidence from a panel granger causality test," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 130-142.
    10. Janusz Myszczyszyn & Irena Lacka & Sylwia Golab & Beata Bedzik & Blazej Supron, 2021. "A Preliminary Analysis of the Relationship between Economic Growth and Selected Innovativeness Indicators on the Example of Four European Union Countries," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 3), pages 402-418.
    11. Mark Knell & Simone Vannuccini, 2022. "Tools and concepts for understanding disruptive technological change after Schumpeter," Jena Economics Research Papers 2022-005, Friedrich-Schiller-University Jena.
    12. Jacobo Campo Robledo & Juan Pablo Herrera Saavedra, 2016. "Patentes y crecimiento económico: ¿innovación de residentes o no residentes?," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, vol. 76, February.
    13. Fernandes, Leonardo H.S. & de Araújo, Fernando H.A. & Silva, Igor E.M. & Neto, Jusie S.P., 2021. "Macroeconophysics indicator of economic efficiency," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 573(C).
    14. Holger Strulik, 2014. "Knowledge And Growth In The Very Long Run," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(2), pages 459-482, May.
    15. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett & John H. Hall, 2019. "The information revolution, innovation diffusion and economic growth: an examination of causal links in European countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(3), pages 1529-1563, May.
    16. Bakari, Sayef, 2021. "Do researchers affect economic growth?," MPRA Paper 108788, University Library of Munich, Germany.
    17. Magnus Henrekson & Dan Johansson & Johan Karlsson, 2024. "To Be or Not to Be: The Entrepreneur in Neo-Schumpeterian Growth Theory," Entrepreneurship Theory and Practice, , vol. 48(1), pages 104-140, January.
    18. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett, 2020. "Sustainable economic growth in the European Union: The role of ICT, venture capital, and innovation," Review of Financial Economics, John Wiley & Sons, vol. 38(1), pages 34-62, January.
    19. Phan Thanh Chung & Sizhong Sun & Diem Thi Hong Vo, 2019. "How Does Financial Development Interact With Economic Growth In Five Asean Countries?," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 64(03), pages 441-460, June.
    20. Kai Zhao, 2021. "Competition of International Trade, Technology Spillover, and R&D Innovation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 676-694, June.

    More about this item

    Keywords

    Innovation; Economic growth; ICT infrastructure; Other macroeconomic variables; Panel cointegration; Granger causality;
    All these keywords.

    JEL classification:

    • L96 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Telecommunications
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

    Statistics

    Access and download statistics

    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:eee:teinso:v:51:y:2017:i:c:p:113-123. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/technology-in-society .

    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.