Journal of Information Systems Engineering and Management

The Drivers of National System of Innovation in Portugal: A Panel Data Analysis
Marcelo Duarte 1 * , Fernando Carvalho 1
More Detail
1 University of Coimbra, CeBER, Faculty of Economics, PORTUGAL
* Corresponding Author
Research Article

Journal of Information Systems Engineering and Management, 2020 - Volume 5 Issue 2, Article No: em0114
https://doi.org/10.29333/jisem/8248

Published Online: 08 May 2020

Views: 2102 | Downloads: 1096

How to cite this article
APA 6th edition
In-text citation: (Duarte & Carvalho, 2020)
Reference: Duarte, M., & Carvalho, F. (2020). The Drivers of National System of Innovation in Portugal: A Panel Data Analysis. Journal of Information Systems Engineering and Management, 5(2), em0114. https://doi.org/10.29333/jisem/8248
Vancouver
In-text citation: (1), (2), (3), etc.
Reference: Duarte M, Carvalho F. The Drivers of National System of Innovation in Portugal: A Panel Data Analysis. J INFORM SYSTEMS ENG. 2020;5(2):em0114. https://doi.org/10.29333/jisem/8248
AMA 10th edition
In-text citation: (1), (2), (3), etc.
Reference: Duarte M, Carvalho F. The Drivers of National System of Innovation in Portugal: A Panel Data Analysis. J INFORM SYSTEMS ENG. 2020;5(2), em0114. https://doi.org/10.29333/jisem/8248
Chicago
In-text citation: (Duarte and Carvalho, 2020)
Reference: Duarte, Marcelo, and Fernando Carvalho. "The Drivers of National System of Innovation in Portugal: A Panel Data Analysis". Journal of Information Systems Engineering and Management 2020 5 no. 2 (2020): em0114. https://doi.org/10.29333/jisem/8248
Harvard
In-text citation: (Duarte and Carvalho, 2020)
Reference: Duarte, M., and Carvalho, F. (2020). The Drivers of National System of Innovation in Portugal: A Panel Data Analysis. Journal of Information Systems Engineering and Management, 5(2), em0114. https://doi.org/10.29333/jisem/8248
MLA
In-text citation: (Duarte and Carvalho, 2020)
Reference: Duarte, Marcelo et al. "The Drivers of National System of Innovation in Portugal: A Panel Data Analysis". Journal of Information Systems Engineering and Management, vol. 5, no. 2, 2020, em0114. https://doi.org/10.29333/jisem/8248
ABSTRACT
The growing awareness of the importance of national systems of innovation on countries’ development led to an increased availability of instruments designed to measure and compare the innovative capacity of countries. Such instruments provide policymakers with a panoply of relevant information, with which they can stimulate innovation within their territory, thereby increasing national competitiveness. Among the most used innovation indices, the Global Innovation Index (GII) stands out by explicitly distinguishing innovation inputs and outputs, hence, drawing from its input-output framework and extant literature on innovation, we intend to answer the question: Which innovation inputs are more strongly related to innovative outputs? Thus, deriving policy implications aimed at improving Portugal’s innovative readiness. To answer this question, and due to the cross-sectional nature of the GII, we have developed our own panel dataset version composed by 92 countries in the period 2013-2018, which we then analyse through a series of multiple regression techniques, emphasising the results of Eurozone countries and comparing Portugal to them. Results suggest a strong, positive influence of Business Sophistication on innovation outputs in Eurozone countries, derived mainly from the capacity of domestic firms to absorb knowledge. Possible policy implications are derived from this fact, such as, for instance, an encouragement to inward foreign direct investment. However, further research is needed to analyse the differentiated effects of such encouragement, as well as for other surprising results of our study.
KEYWORDS
REFERENCES
  • Abel, J. R. and Deitz, R. (2012). Do colleges and universities increase their region’s human capital? Journal of Economic Geography, 12(3), 667-691. https://doi.org/10.1093/jeg/lbr020
  • Alfantookh, A. and Bakry, S. H. (2015). Investigation of the state of innovation in the Gulf Cooperation Council countries: Looking ahead. Computers in Human Behavior, 48, 626-636. https://doi.org/10.1016/j.chb.2014.11.101
  • Amore, M. D., Schneider, C. and Žaldokas, A. (2013). Credit supply and corporate innovation. Journal of Financial Economics, 109(3), 835-855. https://doi.org/10.1016/j.jfineco.2013.04.006
  • Archibugi, D. and Coco, A. (2004). A new indicator of technological capabilities for developed and developing countries (ArCo). World Development, 32(4), 629-654. https://doi.org/10.1016/j.worlddev.2003.10.008
  • Archibugi, D., Denni, M. and Filippetti, A. (2009). The technological capabilities of nations: The state of the art of synthetic indicators. Technological Forecasting and Social Change, 76(7), 917-931. https://doi.org/10.1016/j.techfore.2009.01.002
  • Arendt, L. and Grabowski, W. (2017). Innovations, ICT and ICT-driven labour productivity in Poland. Economics of Transition, 25(4), 723-758. https://doi.org/10.1111/ecot.12135
  • Baltagi, B. H. (2015). Econometric Analysis of Panel Data (5th ed.). Chichester: John Wiley & Sons.
  • Barragán-Ocaña, A., Reyes-Ruiz, G., Olmos-Peña, S. and Gómez-Viquez, H. (2020). Approach to the identification of an alternative technological innovation index. Scientometrics, 122(1), 23-45. https://doi.org/10.1007/s11192-019-03292-9
  • Beck, T. and Levine, R. (2002). Stock markets, banks, and growth: Panel evidence (NBER working paper No. 9082). https://doi.org/10.3386/w9082
  • Becker, W., Saisana, M., Paruolo, P. and Vandecasteele, I. (2018). Weights and importance in composite indicators: Closing the gap. Ecological Indicators, 80, 12-22.
  • Bendapudi, N., Zhan, S. and Hong, Y. (2018). Cultural values differentially moderate the benefits of basic education on two types of national innovation outputs. Journal of Cross-Cultural Psychology, 49(2), 199-222. https://doi.org/10.1177/0022022116650259
  • Bertschek, I. (1995). Product and process innovation as a response to increasing imports and foreign direct investment. The Journal of Industrial Economics, 43(4), 341-357. https://doi.org/10.2307/2950548
  • Bilbao-Osorio, B. and Rodriguez-Pose, A. (2004). From R&D to innovation and economic growth in the EU. Growth and Change, 35(4), 434-455. https://doi.org/10.1111/j.1468-2257.2004.00256.x
  • Blind, K. and Jungmittag, A. (2004). Foreign direct investment, imports and innovations in the service industry. Review of Industrial Organization, 25(2), 205-227. https://doi.org/10.1007/s11151-004-3537-x
  • Borrás, S. and Laatsit, M. (2019). Towards system oriented innovation policy evaluation? Evidence from EU28 member states. Research Policy, 48(1), 312-321. https://doi.org/10.1016/j.respol.2018.08.020
  • Cainelli, G., D’Amato, A. and Mazzanti, M. (2020). Resource efficient eco-innovations for a circular economy: Evidence from EU firms. Research Policy, 49(1), 103827. https://doi.org/10.1016/j.respol.2019.103827
  • Cerqueiro, G., Hegde, D., Penas, M. F. and Seamans, R. C. (2017). Debtor rights, credit supply, and innovation. Management Science, 63(10), 3311-3327. https://doi.org/10.1287/mnsc.2016.2509
  • Cohen, W. M. and Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35, 128-152.
  • Cornell University, INSEAD and WIPO. (2013). The global innovation index 2013: The local dynamics of innovation (S. Dutta & B. Lanvin (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cornell University, INSEAD and WIPO. (2014). The global innovation index 2014: The human factor in innovation (S. Dutta, B. Lanvin and S. Wunsch-Vincent (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cornell University, INSEAD and WIPO. (2015). The global innovation index 2015: Effective innovation policies for development (S. Dutta, B. Lanvin and S. Wunsch-Vincent (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cornell University, INSEAD and WIPO. (2016). The global innovation index 2016: Winning with global innovation (S. Dutta, B. Lanvin and S. Wunsch-Vincent (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cornell University, INSEAD and WIPO. (2017). The global innovation index 2017: Innovation feeding the world (S. Dutta, B. Lanvin and S. Wunsch-Vincent (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cornell University, INSEAD and WIPO. (2018). The global innovation index 2018: Energizing the world with innovation (S. Dutta, B. Lanvin and S. Wunsch-Vincent (Eds.)). Geneva, Ithaca and Fontainebleau.
  • Cottrell, A. F. and Lucchetti, R. J. (2009). Gretl - Gnu regression, econometrics and time-series. (computer software). Available at: http://gretl.sourceforge.net/
  • Crespo, N. F. and Crespo, C. F. (2016). Global innovation index: Moving beyond the absolute value of ranking with a fuzzy-set analysis. Journal of Business Research, 69(11), 5265-5271. https://doi.org/10.1016/j.jbusres.2016.04.123
  • Cuevas-Vargas, H., Estrada, S. and Larios-Gómez, E. (2016). The effects of ICTs as innovation facilitators for a greater business performance. Evidence from Mexico. Procedia Computer Science, 91, 47-56. https://doi.org/10.1016/j.procs.2016.07.040
  • Díez-Vial, I. and Montoro-Sánchez, Á. (2016). How knowledge links with universities may foster innovation: The case of a science park. Technovation, 50-51, 41-52. https://doi.org/10.1016/j.technovation.2015.09.001
  • Dutta, S. (Ed.). (2009). Global Innovation Index 2008-2009.
  • Dutta, S., INSEAD and Caulkin, S. (2007). The world’s top innovators. World Business, 26-37.
  • Edquist, C. (2006). Systems of innovation: Perspectives and challenges. In J. Fagerberg, D. C. Mowery and R. R. Nelson (Eds.), The Oxford Handbook of Innovation (pp. 181-208). Oxford, UK: Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199286805.003.0007
  • Edquist, C., Zabala-Iturriagagoitia, J. M., Barbero, J. and Zofío, J. L. (2018). On the meaning of innovation performance: Is the synthetic indicator of the innovation union scoreboard flawed? Research Evaluation, 27(3), 196-211. https://doi.org/10.1093/reseval/rvy011
  • Erciş, A. and Ünalan, M. (2016). Innovation: A comparative case study of Turkey and South Korea. Procedia - Social and Behavioral Sciences, 235, 701-708. https://doi.org/10.1016/j.sbspro.2016.11.071
  • European Comission. (2018). European Innovation Scoreboard 2018.
  • Fagerberg, J. and Srholec, M. (2008). National innovation systems, capabilities and economic development. Research Policy, 37(9), 1417-1435. https://doi.org/10.1016/j.respol.2008.06.003
  • Fagerberg, J., Srholec, M. and Verspagen, B. (2010). Innovation and economic development. In B. H. Hall & N. Rosenberg (Eds.), Handbook of the Economics of Innovation (Vol. 2, pp. 833-872). Elsevier B.V. https://doi.org/10.1016/S0169-7218(10)02004-6
  • Freeman, C. (1987). Technology policy and economic performance: Lessons from Japan. London: Pinter.
  • Freeman, C. (1995). The ‘National System of Innovation’ in historical perspective. Cambridge Journal of Economics, 19(1), 5-24. https://doi.org/10.1093/oxfordjournals.cje.a035309
  • Furman, J. L., Porter, M. E. and Stern, S. (2002). The determinants of national innovative capacity. Research Policy, 31(6), 899-933. https://doi.org/10.1016/S0048-7333(01)00152-4
  • Gault, F. (2018). Defining and measuring innovation in all sectors of the economy. Research Policy, 47(3), 617-622. https://doi.org/10.1016/j.respol.2018.01.007
  • Gkypali, A., Arvanitis, S. and Tsekouras, K. (2018). Absorptive capacity, exporting activities, innovation openness and innovation performance: A SEM approach towards a unifying framework. Technological Forecasting and Social Change, 132, 143-155. https://doi.org/10.1016/j.techfore.2018.01.025
  • Godin, B. (2007). Science, accounting and statistics: The input-output framework. Research Policy, 36(9), 1388-1403. https://doi.org/10.1016/j.respol.2007.06.002
  • Goedhuys, M., Mohnen, P. and Taha, T. (2016). Corruption, innovation and firm growth: Firm-level evidence from Egypt and Tunisia. Eurasian Business Review, 6(3), 299-322. https://doi.org/10.1007/s40821-016-0062-4
  • Grupp, H. and Schubert, T. (2010). Review and new evidence on composite innovation indicators for evaluating national performance. Research Policy, 39(1), 67-78. https://doi.org/10.1016/j.respol.2009.10.002
  • Hsiao, C. (2007). Panel data analysis—advantages and challenges. TEST, 16(1), 1-22. https://doi.org/10.1007/s11749-007-0046-x
  • Hsu, P.-H., Tian, X. and Xu, Y. (2014). Financial development and innovation: Cross-country evidence. Journal of Financial Economics, 112(1), 116-135. https://doi.org/10.1016/j.jfineco.2013.12.002
  • Iqbal, A. (2011). Creativity and innovation in Saudi Arabia: An overview. Innovation: Management, Policy & Practice, 13(3), 376-390. https://doi.org/10.5172/impp.2011.13.3.376
  • Khan, S. A. R. and Yu, Z. (2019). Strategic supply chain management. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-15058-7
  • Khedhaouria, A. and Thurik, R. (2017). Configurational conditions of national innovation capability: A fuzzy set analysis approach. Technological Forecasting and Social Change, 120, 48-58. https://doi.org/10.1016/j.techfore.2017.04.005
  • King, R. G. and Levine, R. (1993). Finance and growth: Schumpeter might be right. Quarterly Journal of Economics, 108(3), 717-737.
  • Kortum, S. and Lerner, J. (2000). Assessing the contribution of venture capital to innovation. RAND Journal of Economics, 31(4), 674-692.
  • Kuhlman, C., Ramamurthy, K. N., Sattigeri, P., Lozano, A. C., Cao, L., Reddy, C., Mojsilovic, A. and Varshney, K. R. (2017). How to foster innovation: A data-driven approach to measuring economic competitiveness. IBM Journal of Research and Development, 61(6), 11:1-11:12. https://doi.org/10.1147/JRD.2017.2741820
  • La Porta, R., Lopez-de-Silanes, F., Shleifer, A. and Vishny, R. W. (1998). Law and finance. Journal of Political Economy, 106(6), 1113-1155. https://doi.org/10.1086/250042
  • Liu, X. and Zou, H. (2008). The impact of greenfield FDI and mergers and acquisitions on innovation in Chinese high-tech industries. Journal of World Business, 43(3), 352-364. https://doi.org/10.1016/j.jwb.2007.11.004
  • Love, J. H. and Mansury, M. A. (2007). External linkages, R&D and innovation performance in US business services. Industry & Innovation, 14(5), 477-496. https://doi.org/10.1080/13662710701711380
  • Lundvall, B. (Ed.). (1992). National systems of innovation: Towards a theory of innovation and interactive learning. London: Pinter.
  • Maietta, O. W. (2015). Determinants of university-firm R&D collaboration and its impact on innovation: A perspective from a low-tech industry. Research Policy, 44(7), 1341-1359. https://doi.org/10.1016/j.respol.2015.03.006
  • Martins, J. and Veiga, L. (2018). Innovations in digital government as business facilitators: Implications for Portugal (GEE paper No. 97). Available at: https://econpapers.repec.org/RePEc:mde:wpaper:0097
  • Marxt, C. and Brunner, C. (2013). Analyzing and improving the national innovation system of highly developed countries — The case of Switzerland. Technological Forecasting and Social Change, 80(6), 1035-1049. https://doi.org/10.1016/j.techfore.2012.07.008
  • Nasierowski, W. and Arcelus, F. J. (1999). Interrelationships among the elements of national innovation systems: A statistical evaluation. European Journal of Operational Research, 119(2), 235-253. https://doi.org/10.1016/S0377-2217(99)00128-9
  • Nelson, A., Earle, A., Howard-Grenville, J., Haack, J. and Young, D. (2014). Do innovation measures actually measure innovation? Obliteration, symbolic adoption, and other finicky challenges in tracking innovation diffusion. Research Policy, 43(6), 927-940. https://doi.org/10.1016/j.respol.2014.01.010
  • Nelson, R. R. (Ed.). (1993). National innovation systems: A comparative analysis. New York: Oxford University Press.
  • North, D. C. (1994). Economic performance through time. American Economic Review, 84(3), 359-368.
  • OECD. (2017). OECD Science, Technology and Industry Scoreboard 2017: The digital transformation. Paris: OECD Publishing. https://doi.org/10.1787/9789264268821-en
  • Pençe, İ., Kalkan, A. and Çeşmeli, M. Ş. (2019). Estimation of the country ranking scores on the global innovation index 2016 using the artificial neural network method. International Journal of Innovation and Technology Management, 16(04), 1940007. https://doi.org/10.1142/S0219877019400078
  • Porter, M. E. and Stern, S. (1999). The new challenge to America’s prosperity: Findings from the innovation index. Washington, DC: Council on Competitiveness.
  • Silve, F. and Plekhanov, A. (2015). Institutions, innovation and growth: Cross-country evidence (EBRD working paper No. 177).
  • Smith, K. (2006). Measuring innovation. In J. Fagerberg, D. C. Mowery and R. R. Nelson (Eds.), The Oxford Handbook of Innovation (pp. 148-177). Oxford, UK: Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199286805.003.0006
  • Sohn, S. Y., Kim, D. H. and Jeon, S. Y. (2016). Re-evaluation of global innovation index based on a structural equation model. Technology Analysis & Strategic Management, 28(4), 492-505. https://doi.org/10.1080/09537325.2015.1104412
  • Suseno, Y., Standing, C., Kiani-Mavi, R. and Jackson, P. (2018). National innovation performance: The role of human capital and social capital. Innovation: The European Journal of Social Science Research, 1-15. https://doi.org/10.1080/13511610.2018.1536536
  • Tebaldi, E. and Elmslie, B. (2013). Does institutional quality impact innovation? Evidence from cross-country patent grant data. Applied Economics, 45(7), 887-900. https://doi.org/10.1080/00036846.2011.613777
  • Teixeira, A. A. C. (2014). Evolution, roots and influence of the literature on national systems of innovation: A bibliometric account. Cambridge Journal of Economics, 38(1), 181-214. https://doi.org/10.1093/cje/bet022
  • UN. (2015). Transforming our world: The 2030 Agenda for Sustainable Development. United Nations.
  • Van Hiel, A., Van Assche, J., De Cremer, D., Onraet, E., Bostyn, D., Haesevoets, T. and Roets, A. (2018). Can education change the world? Education amplifies differences in liberalization values and innovation between developed and developing countries. PLOS ONE, 13(6), 1-8. https://doi.org/10.1371/journal.pone.0199560
  • Wooldridge, J. M. (2016). Introdutory econometrics: A modern approach (6th ed.). Boston, MA: Cengage Learning.
  • Zabala-Iturriagagoitia, J. M., Voigt, P., Gutiérrez-Gracia, A. and Jiménez-Sáez, F. (2007). Regional Innovation Systems: How to Assess Performance. Regional Studies, 41(5), 661-672. https://doi.org/10.1080/00343400601120270
LICENSE
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.