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Taking into Account the Human Factor in Regional Innovation Systems and Policies

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Abstract

Innovation is considered a key driver for economic growth and is usually studied in the form of systems, with the regional level being arguably the most important. Despite constantly improving technological infrastructure, the human-related aspects of innovation are still the most important part of the innovation process. The human factor in innovation essentially consists of three components: (1) human capital, which refers to education, knowledge, and skills; (2) social capital, which refers to the strength of social links and social coherence; and (3) psychological capital, which refers to peoples’ values, attitudes, and behaviors. The research findings confirmed this view and showed which specific indicators of the three types of capital had a significant impact on innovation output. A new, extended regional innovation scoreboard emphasizing the human factor, is proposed. Also, based on the findings, and bearing in mind current EU innovation policies, a number of measures are proposed in order to suggest “more human” smart specialization policies in order to increase innovation in European regions and coherence between them.

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References

  • Adèr, H. J., & Adèr, M. (2008). Advising on research methods: a consultant’s companion. Huizen, the Netherlands: Johannes van Kessel Publishing.

    Google Scholar 

  • Agiomirgianakis, G., Asteriou, D., & Monastiriotis, V. (2002). Human capital and economic growth revisited: a dynamic panel data study. International Advances in Economic Research, 8(3), 177–187.

    Article  Google Scholar 

  • Akcomak, I. S., & Ter Weel, B. (2009). Social capital, innovation and growth: evidence from Europe. European Economic Review, 53(5), 544–567.

    Article  Google Scholar 

  • Albury, D. (2005). Fostering innovation in public services. Public Money and Management, 25(1), 51–56.

    Google Scholar 

  • Angelidou, M., & Psaltoglou, A. (2017). An empirical investigation of social innovation initiatives for sustainable urban development. Sustainable Cities and Society, 33, 113–125.

    Article  Google Scholar 

  • Angelopoulos, S., Kitsios, F., & Papadopoulos, T. (2010). New service development in e-government: identifying critical success factors. Transforming Government: People, Process and Policy, 4(1), 95–118.

    Article  Google Scholar 

  • Antonelli, G., & Cappiello, G. (2016). Smart development in smart communities. Abingdon: Routledge.

    Book  Google Scholar 

  • Asteriou, D., & Agiomirgianakis, G. M. (2001). Human capital and economic growth: time series evidence from Greece. Journal of Policy Modeling, 23(5), 481–489.

    Article  Google Scholar 

  • Babyak, M. A. (2004). What you see may not be what you get: a brief, nontechnical introduction to overfitting in regression-type models. Psychosomatic Medicine, 66(3), 411–421.

    Google Scholar 

  • Bachtler, J., & Turok, I. (2013). The coherence of EU regional policy: contrasting perspectives on the structural funds. London: Routledge.

    Book  Google Scholar 

  • Bakx, N. (2007). Which personality traits do innovative people possess? Amsterdam, Netherlands: Universiteit van Amsterdam, Master Thesis.

    Google Scholar 

  • Barrutia, J. M., & Echebarria, C. (2010). Social capital, research and development, and innovation: an empirical analysis of Spanish and Italian regions. European Urban and Regional Studies, 17(4), 371–385.

    Article  Google Scholar 

  • Basulto, D. (2015). Patents are a terrible way to measure innovation. The Washington Post. Retrieved August 12, 2017 from: https://www.washingtonpost.com/news/innovations/wp/2015/07/14/patents-are-a-terrible-way-to-measure-innovation/?utm_term=.db502c8c2a82

  • Baty, P. (Ed.). (2016). Times Higher Education World University Rankings. The Times in partnership with Elsevier. London: The Times.

    Google Scholar 

  • Belke, A., Christodoulakis, N., & Gros, D. (2015). Lessons from the Strukturwandel in the Ruhrgebiet: turning Northern Greece into an industrial champion? Study conducted and published by the Stiftung Mercator Foundation. Essen: Germany.

    Google Scholar 

  • Bilbao-Osorio, B., & Rodriguez-Pose, A. (2004). From R&D to innovation and economic growth in the EU. Growth and Change, 35(4), 434–455.

    Article  Google Scholar 

  • Brons, L. L. (2006). Indirect measurement of regional culture in the Netherlands. Tijdschrift voor Economische en Sociale Geografie, 97(5), 547–566.

    Article  Google Scholar 

  • Capello, R. (2014). Smart Specialisation Strategy and the New EU Cohesion Policy Reform: Introductory Remarks. Scienze Regionali, 13(1), 5–13.

    Article  Google Scholar 

  • Carayannis, E. G. (2008). Knowledge-driven creative destruction, or leveraging knowledge for competitive advantage: strategic knowledge arbitrage and serendipity as real options drivers triggered by co-opetition, co-evolution and co-specialization. Industry and Higher Education, 22(6), 343–353.

    Article  Google Scholar 

  • Carayannis, E. G. (2014). Strategic knowledge arbitrage and serendipity (SKARSE™) in action. Journal of the Knowledge Economy, 5(2), 203–211.

    Article  Google Scholar 

  • Carayannis, E. G., & Campbell, D. F. (2009). ‘Mode 3’ and ‘quadruple helix’: toward a 21st century fractal innovation ecosystem. International Journal of Technology Management, 46(3–4), 201–234.

    Article  Google Scholar 

  • Carayannis, E. G., & Campbell, D. F. (2014). Developed democracies versus emerging autocracies: arts, democracy, and innovation in quadruple helix innovation systems. Journal of Innovation and Entrepreneurship, 3(1), 12.

    Article  Google Scholar 

  • Carayannis, E. G., & Grigoroudis, E. (2016). Using multi-objective mathematical programming to link national competitiveness, productivity and innovation. Annals of Operations Research, 247(2), 635–655.

    Article  Google Scholar 

  • Carayannis, E. G., & Provance, M. (2008). Measuring firm innovativeness: towards a composite innovation index built on firm innovative posture, propensity and performance attributes. International Journal of Innovation and Regional Development, 1(1), 90–107.

    Article  Google Scholar 

  • Carayannis, E. G., & Rakhmatullin, R. (2014). The quadruple/quintuple innovation helixes and smart specialisation strategies for sustainable and inclusive growth in Europe and beyond. Journal of the Knowledge Economy, 5(2), 212–239.

    Article  Google Scholar 

  • Carayannis, E. G., Provance, M., & Givens, N. (2011). Knowledge arbitrage, serendipity, and acquisition formality: their effects on sustainable entrepreneurial activity in regions. IEEE Transactions on Engineering Management, 58(3), 564–577.

    Article  Google Scholar 

  • Carayannis, E. G., Barth, T. D., & Campbell, D. F. (2012). The quintuple helix innovation model: global warming as a challenge and driver for innovation. Journal of Innovation and Entrepreneurship, 1(1), 2.

    Article  Google Scholar 

  • Carayannis, E. G., Goletsis, Y., & Grigoroudis, E. (2015a). Multi-level multi-stage efficiency measurement: the case of innovation systems. Operational Research: an International Journal, 15(2), 253–274.

    Article  Google Scholar 

  • Carayannis, E. G., Sindakis, S., & Walter, C. (2015b). Business model innovation as lever of organizational sustainability. The Journal of Technology Transfer, 40(1), 85–104.

    Article  Google Scholar 

  • Carayannis, E. G., Grigoroudis, E., & Goletsis, Y. (2016). A multi-level and multi-stage efficiency evaluation of innovation systems: a multi-objective DEA approach. Expert Systems with Applications, 62, 63–80.

    Article  Google Scholar 

  • Carayannis, E. G., Ferreira, J., Jalali, M., & Ferreira, F. (2018a). MCDA in knowledge-based economies: methodological developments and real-world applications. Technological Forecasting and Social Change, 131, 1–3.

    Article  Google Scholar 

  • Carayannis, E. G., Goletsis, Y., & Grigoroudis, E. (2018b). Composite innovation metrics: MCDA and the quadruple innovation helix framework. Technological Forecasting and Social Change, 131, 4–17.

    Article  Google Scholar 

  • Carayannis, E. G., Grigoroudis, E., Campbell, D. F., Meissner, D., & Stamati, D. (2018c). The ecosystem as helix: an exploratory theory-building study of regional co-opetitive entrepreneurial ecosystems as quadruple/quintuple helix innovation models. R&D Management, 48(1), 148–162.

    Article  Google Scholar 

  • Carbaugh, R. J. (2013). Contemporary economics: an applications approach. Armonk, NY: M.E. Sharpe.

    Google Scholar 

  • Carneiro, P. M., & Heckman, J. J. (2003). Human Capital Policy. In IZA (Institute for the Study of Labor) Discussion Paper No.821. Bonn, Germany: IZA.

    Google Scholar 

  • Cavallini, S., Soldi, R., Friedl, J. & Volpe, M. (2016). Using the quadruple helix approach to accelerate the transfer of research and innovation results to regional growth. Brussels: European Union Committee of the Regions.

  • Coffano, M., & Foray, D. (2014). The Centrality of Entrepreneurial Discovery in Building and Implementing a Smart Specialisation Strategy. Scienze Regionali, 13(1), 33–50.

    Article  Google Scholar 

  • Coleman, J. S. (1988). Social capital in the creation of human capital. American Journal of Sociology, 94, S95–S120.

    Article  Google Scholar 

  • Cornell University, INSEAD, & WIPO. (2014). The Global Innovation Index 2014: the human factor in innovation. Fontainebleau, Ithaca, and Geneva.

  • Cornell University, INSEAD, & WIPO. (2016). The Global Innovation Index 2016: winning with global innovation. Fontainebleau, Ithaca, and Geneva.

  • Costa Jr., P. T., & McCrae, R. R. (1992). Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) professional manual. Odessa, FL: Psychological Assessment Resources.

    Google Scholar 

  • Dakhli, M., & De Clercq, D. (2004). Human capital, social capital, and innovation: a multi-country study. Entrepreneurship &Regional Development, 16(2), 107–128.

    Article  Google Scholar 

  • De Dominicis, L., Florax, R. J., & De Groot, H. L. (2013). Regional clusters of innovative activity in Europe: are social capital and geographical proximity key determinants? Applied Economics, 45(17), 2325–2335.

    Article  Google Scholar 

  • Didero, M., Gareis, K., Marques, P., & Ratzke, M. (2008). Differences in innovation culture across Europe. Transform, discussion paper, 022780.

  • Dillahunt, T. R. (2014, April). Fostering social capital in economically distressed communities. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (pp. 531–540). ACM.

  • Do Carmo Costa, P. (2015). Measuring innovation. A framework for getting it done. Lisbon, Portugal: Exago.

    Google Scholar 

  • Doh, S., & Acs, Z. J. (2010). Innovation and social capital: a cross-country investigation. Industry and Innovation, 17(3), 241–262.

    Article  Google Scholar 

  • Edquist, C. (2005). Systems of innovation: perspectives and challenges. In J. Fagerberg, D. Mowery, & R. R. Nelson (Eds.), The Oxford handbook of innovation. Norfolk: Oxford University Press.

    Google Scholar 

  • Edquist, C., & Zabala-Iturriagagoitia, J. M. (2015). The Innovation Union Scoreboard is flawed: the case of Sweden–not being the innovation leader of the EU. In Lund University, CIRCLE-Center for Innovation, Research and Competences in the Learning Economy.

    Google Scholar 

  • Ekman, J., & Amnå, E. (2012). Political participation and civic engagement: towards a new typology. Human Affairs, 22(3), 283–300.

    Article  Google Scholar 

  • Elliot, L. (2016). Huge increase in number of graduates ‘bad for UK economy’. The Guardian. Retrieved August 16, 2017 from: https://www.theguardian.com/money/2016/oct/11/huge-increase-in-number-of-graduates-bad-for-uk-economy

  • Eurostat. (2017). Migration and migrant population statistics. Retrieved February 15, 2018 from: http://ec.europa.eu/eurostat/statistics-explained/index.php/Migration_and_migrant_population_statistics

  • Feldhusen, J. F. (1995). Creativity: a knowledge base, metacognitive skills, and personality factors. Journal of Creative Behavior, 29(4), 255–268.

    Article  Google Scholar 

  • Foray, D., & Hollanders, H. (2015). An assessment of the Innovation Union Scoreboard as a tool to analyse national innovation capacities: the case of Switzerland. Research Evaluation, rvu036.

  • Foray, D., Goddard, J., Goenaga, X., Landabaso Belderrain, M., McCann, P., Morgan, K., Nauwelaers, C., Ortega-Argiles, R., & Mulatero, F. (2011). RIS3 guide. Seville: European Commission/Joint Research Centre.

    Google Scholar 

  • Foray, D., Goddard, J., Goenaga, X., Landabaso Belderrain, M., McCann, P., Morgan, K., Nauwelaers, C., & Ortega-Argiles, R. (2012). Guide to Research and Innovation Strategies for Smart Specialisation (RIS 3). Brussels: European Union Regional Policy.

    Google Scholar 

  • Gelman, A., & Hill, J. (2006). Data analysis using regression and multilevel/hierarchical models. Cambridge: Cambridge University Press.

    Book  Google Scholar 

  • Gerometta, J., Haussermann, H., & Longo, G. (2005). Social innovation and civil society in urban governance: strategies for an inclusive city. Urban Studies, 42(11), 2007–2021.

    Article  Google Scholar 

  • Glaeser, E. L., Laibson, D., & Sacerdote, B. (2002). An economic approach to social capital. The Economic Journal, 112(483), F437–F458.

    Article  Google Scholar 

  • Godin, B. (2008). Innovation: the history of a category. Project on the Intellectual History of Innovation Working Paper, (1).

    Google Scholar 

  • Hasso, R. (2013). The impact of CEO’s personality traits (Big 5) and human resources management practices on the innovation performance in SMEs. Twente, Netherlands: The University of Twente, Thesis.

    Google Scholar 

  • Herbig, P. A., & Dunphy, S. (1998). Culture and innovation. Cross Cultural Management: An International Journal, 5(4), 13–21.

    Article  Google Scholar 

  • Hofstede, G. (2001). Culture’s consequences – comparing values, behaviours, institutions and organizations across nations. Thousand Oaks, CA: Sage Publications.

    Google Scholar 

  • Hofstede, G. (2011). Dimensionalizing cultures: the Hofstede model in context. Online Readings in Psychology and Culture, 2(1) Retrieved, October 23 2016, from. https://doi.org/10.9707/2307-0919.1014.

  • Hofstede Insights. (2018). Country comparison. Retrieved, February 15, 2018 from: https://www.hofstede-insights.com/country-comparison/

  • Hofstede, G., & McCrae, R. R. (2004). Culture and personality revisited: linking traits and dimensions of culture. Cross-Cultural Research, 38, 52–88.

    Article  Google Scholar 

  • Hollanders, H. (2003). 2003 European Innovation Scoreboard: Technical Paper No 3 Regional Innovation Performances.Maastricht, Netherlands: Maastricht Economic and Social Research Institute on Innovation and Technology (UNU-MERIT).

  • Hollanders, H., & Es-Sadki, N. (2014). Regional Innovation Scoreboard (RIS) 2014. Maastricht, Netherlands: Maastricht Economic and Social Research Institute on Innovation and Technology (UNU-MERIT).

    Google Scholar 

  • Hollanders, H., Es-Sadki, N., & Kanerva, M. (2015). Innovation Union Scoreboard 2015. Maastricht, Netherlands: Maastricht Economic and Social Research Institute on Innovation and Technology (UNU-MERIT).

    Google Scholar 

  • Hollanders, H., Es-Sadki, N., & Kanerva, M. (2016). Regional Innovation Scoreboard (RIS) 2016. Maastricht, Netherlands: Maastricht Economic and Social Research Institute on Innovation and Technology (UNU-MERIT).

    Google Scholar 

  • Howaldt, J., & Schwarz, M. (2010). Social innovation: concepts, research fields and international trends. Aachen, Germany: RWTH Aachen University.

    Google Scholar 

  • Howard, M. M. (2002). The weakness of postcommunist civil society. Journal of Democracy, 13(1), 157–169.

    Article  Google Scholar 

  • Inglehart, R. (1997). Modernization and postmodernization: cultural, economic, and political change in 43 societies. Princeton, NJ: Princeton University Press.

    Book  Google Scholar 

  • Investopedia. (2016). Human capital. Retrieved, May 3, 2016 from: http://www.investopedia.com/terms/h/humancapital.asp

  • Jimenez-Jimenez, D., Sanz Valle, R., & Hernandez-Espallardo, M. (2008). Fostering innovation: the role of market orientation and organizational learning. European Journal of Innovation Management, 11(3), 389–412.

    Article  Google Scholar 

  • Kaasa, A. (2013). Culture as a possible factor of innovation: evidence from the European Union and neighboring countries. In Re-thinking diversity (pp. 83–107). Springer Fachmedien Wiesbaden.

  • Kaasa, A., & Vadi, M. (2010). How does culture contribute to innovation? Evidence from European countries. Economics of Innovation and New Technology, 19(7), 583–604.

    Article  Google Scholar 

  • Kakderi, C., Psaltoglou, A., & Fellnhofer, K. (2018). Online platforms for collaborative innovation. In 20th conference of the Greek regional scientists (pp. 112–118).

    Google Scholar 

  • Kleis Nielsen, R., & Sambrook, R. (2016). What is happening to television news? Report. Oxford: Reuters Institute & University of Oxford.

    Google Scholar 

  • Komninos, N. (2008). Intelligent cities and globalisation of innovation networks. London: Routledge.

    Book  Google Scholar 

  • Komninos, N., & Tsamis, A. (2008). The system of innovation in Greece: structural asymmetries and policy failure. International Journal of Innovation and Regional Development, 1(1), 1–23.

    Article  Google Scholar 

  • Komninos N., Panori A., Kakderi C., Reid A., Cvijanovićv V., Roman M., Deakin M., Mora L., Tiemann M. & Badii L. (2018a) Online S3 mechanism for knowledge-based policy advice. Report produced in the framework of Horizon 2020 project Online S3: ONLINE Platform for Smart Specialisation Policy Advice.

  • Komninos, N., Kakderi, C., Panori, A., Garcia, E., Fellnhofer, E., Reid, A., Cvijanović, V., Roman, M., Deakin, M., Mora, L., and Reid, A. (2018b). Intelligence and co-creation in smart specialisation strategies: towards the next stage of RIS3. Online S3 white paper. https://www.onlines3.eu/wp-content/onlines3-files/22%20Intelligence%20and%20co-creation%20in%20Smart%20Spec.pdf

  • Landabaso, M. (2014). Guest editorial on research and innovation strategies for smart specialisation in Europe: theory and practice of new innovation policy approaches. European Journal of Innovation Management, 17(4), 378–389.

    Article  Google Scholar 

  • Laznjak, J. (2011). Dimensions of national innovation culture in Croatia: content validity of Hofstede’s dimensions. Drustvena Istrazivanja, 20(4), 1015.

    Article  Google Scholar 

  • Lee, N., & Rodríguez-Pose, A. (2013). Innovation and spatial inequality in Europe and USA. Journal of Economic Geography, 13(1), 1–22.

    Article  Google Scholar 

  • Leydesdorff, L. (2012). The triple helix, quadruple helix,…, and an N-tuple of helices: explanatory models for analyzing the knowledge-based economy? Journal of the Knowledge Economy, 3(1), 25–35.

    Article  Google Scholar 

  • Luthans, F., Luthans, K. W., & Luthans, B. C. (2004). Positive psychological capital: beyond human and social capital. Business Horizons, 47(1), 45–50.

    Article  Google Scholar 

  • Luthans, F., Youssef, C. M., & Avolio, B. J. (2007). Psychological capital. New York, NY: Oxford University Press.

    Google Scholar 

  • Martinez-Conesa, I., Soto-Acosta, P., & Carayannis, E. G. (2017). On the path towards open innovation: assessing the role of knowledge management capability and environmental dynamism in SMEs. Journal of Knowledge Management, 21(3), 553–570.

    Article  Google Scholar 

  • Martinidis, G. (2017). The importance of man within the system: defining and measuring the human factor in innovation, a review. Journal of the Knowledge Economy, 8(2), 638–652.

    Article  Google Scholar 

  • Maskell, P. (2001). Knowledge creation and diffusion in geographic clusters. International Journal of Innovation Management, 5(02), 213–237.

    Article  Google Scholar 

  • McCann, P., & Ortega-Argilés, R. (2013). Modern regional innovation policy. Cambridge Journal of Regions, Economy and Society, 6(2), 187–216.

    Article  Google Scholar 

  • Meissner, D., & Carayannis, E. G. (2017). Value generation from industry-science linkages in light of targeted open innovation. Journal of Knowledge Management, 21(2), 295–307.

    Article  Google Scholar 

  • Monks, J., & Schmidt, R. (2010). The impact of class size and number of students on outcomes in higher education. [Electronic version]. Retrieved, November 8, 2017, from Cornell University, School of Industrial and Labor Relations site: www.digitalcommons.ilr.cornell.edu/workingpapers/114

  • Myers, M., & Tan, F. (2002). Beyond models of national culture in information systems research. Journal of Global Information Management, 10(2), 1–19.

    Google Scholar 

  • Nakata, C., & Sivakumar, K. (1996). National culture and new product development: an integrative review. The Journal of Marketing, 60, 61–72.

    Article  Google Scholar 

  • Nicholas, T. (2014). Are patents creative or destructive? Antitrust Law Journal, 79(2), 405.

    Google Scholar 

  • OECD. (2017). Population with tertiary education. Retrieved August 16, 2017 from: https://data.oecd.org/eduatt/population-with-tertiary-education.htm

  • Oskam, J., & Boswijk, A. (2016). Airbnb: the future of networked hospitality businesses. Journal of Tourism Futures, 2(1), 22–42.

    Article  Google Scholar 

  • Panori, A., Angelidou, M., Mora, L., Reid, A., & Sefertzi, E. (2018). Online platforms for smart specialisation strategies and smart growth. In 20th Conference of the Greek Regional Scientists (pp. 96–103).

    Google Scholar 

  • Papapanagos, H., & Sanfey, P. (2003). Emigration and the optimal speed of transition. Review of International Economics, 11(3), 541–554.

    Article  Google Scholar 

  • Papapanagos, H., & Vickerman, R. W. (2000). Borders, migration, and labour-market dynamics in a changing Europe. In M. van der Velde & H. van Houtum (Eds.), Borders, regions, and people (Vol. 10, pp. 32–46). European Research in Regional Science.

  • Patterson, F. (2002). Great minds don’t think alike? Person-level predictors of innovation at work. International Review of Industrial and Organizational Psychology, 17, 115–144.

    Google Scholar 

  • Peiró-Palomino, J. (2017). The geography of social capital and innovation in the European Union. Papers in Regional Science.

  • Pinto, H. (2009). The diversity of innovation in the European Union: mapping latent dimensions and regional profiles. European Planning Studies, 17(2), 303–326.

    Article  Google Scholar 

  • Prior, M. (2007). Post-broadcast democracy: How media choice increases inequality in political involvement and polarizes elections. Cambridge: Cambridge University Press.

    Book  Google Scholar 

  • Putnam, R. D. (1995). Bowling alone: America’s declining social capital. Journal of Democracy, 6(1), 65–78.

    Article  Google Scholar 

  • Putnam, R. D., Leonardi, R., Nanetti, R. Y., & Pavoncello, F. (1983). Explaining institutional success: the case of Italian regional government. American Political Science Review, 77(01), 55–74.

    Article  Google Scholar 

  • Rodríguez-Pose, A., & Wilkie, C. (2017). Institutions and the entrepreneurial discovery process for smart specialization. Governing Smart Specialisation, 34–48.

  • Romer, P. M. (1990). Human capital and growth: theory and evidence. In Carnegie-Rochester Conference series on public policy (Vol. 32, pp. 251–286). North-Holland.

  • Sartori, R., Favretto, G., & Ceschi, A. (2013). The relationships between innovation and human and psychological capital in organizations: a review. The Innovation Journal, 18(3), 2.

    Google Scholar 

  • Saughet, A. (2015). Digital tools for participatory democracy. GovLab – Tandon School of Engineering – NYU. Retrieved, January 12, 2018, from: http://thegovlab.org/digital-tools-for-participatory-democracy/

  • Scheepers, P., Grotenhuis, M. T., & Gelissen, J. (2002). Welfare states and dimensions of social capital: cross-national comparisons of social contacts in European countries. European Societies, 4(2), 185–207.

    Article  Google Scholar 

  • Schoonmaker, M. G., & Carayannis, E. G. (2010). Assessing the value of regional innovation networks. Journal of the Knowledge Economy, 1(1), 48–66.

    Article  Google Scholar 

  • Schwab, K. (Ed.). (2017). The global human capital report 2017. Cologny, Switzerland: World Economic Forum.

    Google Scholar 

  • Scuotto, V., Del Giudice, M., & Carayannis, E. G. (2017). The effect of social networking sites and absorptive capacity on SMES’ innovation performance. The Journal of Technology Transfer, 42(2), 409–424.

    Article  Google Scholar 

  • Severijns, J. (2017). Solving contradictions by connectivity: reflections on regional innovation and research policy. A Limburg initiative. Limburg, Netherlands: The Province of Limburg.

    Google Scholar 

  • Shane, S. (1993). Cultural influences on national rates of innovation. Journal of Business Venturing, 8, 59–73.

    Article  Google Scholar 

  • Sleuwaegen, L., & Boiardi, P. (2014). Creativity and regional innovation: evidence from EU regions. Research Policy, 43(9), 1508–1522.

    Article  Google Scholar 

  • Spady, W. G. (1994). Outcome-Based Education: Critical Issues and Answers. Arlington, VA: American Association of School Administrators.

    Google Scholar 

  • Stone, W. (2001). Measuring social capital. Melbourne, Australia: Australian Institute of Family Studies.

    Google Scholar 

  • Strychalska-Rudzewicz, A. (2015). Cultural dimensions and innovation. Socio-Economic Problems and the State., 13(2), 59–67.

    Google Scholar 

  • Taylor, M. Z., & Wilson, S. (2012). Does culture still matter? The effects of individualism on national innovation rates. Journal of Business Venturing, 27(2), 234–247.

    Article  Google Scholar 

  • The European Commission. (2018). Equal opportunities and access to the labour market. Retrieved, January 12, 2018 from: https://ec.europa.eu/commission/equal-opportunities-and-access-labour-market_en

  • Theodora, Y. C. (2008). An approach to the effects of Greek regional universities on the development of the country regions. In Regional analysis and policy (pp. 249–270). Heidelberg, Germany: Physica-Verlag, a Springer Company.

    Chapter  Google Scholar 

  • Thomas, M. (2017). Regional innovation strategies. KnowHub article. Retrieved, December 18, 2017, from: http://www.know-hub.eu/knowledge-base/encyclopaedia/regional-innovation-strategies.html

  • Waldman, P. (2013). Just how bad is television news? Article on the American Prospect. Retrieved August 16, 2017 from: http://prospect.org/article/just-how-bad-television-news

  • Weeks, D. (2016). Climate for creativity and innovation. Retrieved January 21, 2016 from http://www.m1creativity.co.uk/innovationclimate.htm

  • World Bank. (2010). Innovation policy: a guide for developing countries. Washington, DC: World Bank.

    Book  Google Scholar 

  • Varsakelis, N. C. (2006). Education, political institutions and innovative activity: A cross-country empirical investigation. Research policy, 35(7), 1083–1090.

    Article  Google Scholar 

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Appendix

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Table 6 Extended Regional Innovation Scoreboard rankings and the difference in ranking from the original RIS

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Martinidis, G., Komninos, N. & Carayannis, E. Taking into Account the Human Factor in Regional Innovation Systems and Policies. J Knowl Econ 13, 849–879 (2022). https://doi.org/10.1007/s13132-021-00722-z

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