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Digital Innovation Hubs and portfolio of their services across European economies

Abstract

Research background: Digital ecosystems in Europe are heterogenous organizations involving different economies, industries, and contexts. Among them, Digital Innovation Hubs (DIHs) are considered a policy-driven organization fostered by the European Commission to push companies’ digital transition through a wide portfolio of supporting services.

Purpose of the article: There are DIHs existing in all European economies, but literature needs more precise indications about their status and nature. The purpose is to study a distribution of DIHs and differences in portfolios of DIHs’ services across European economies. Therefore, the paper wants to deliver more precise data on effects on national and European policies. This is required to define their final role and scope in the complex dynamics of the digital transition, depending on regional context and heterogeneity of industries.

Methods: Data on 38 economies was collected from the S3 platform (on both existing and in preparation DIHs) and further verified by native speaking researchers using manual web scrapping of websites of DIHs identified from S3. To find potential similarities of digital ecosystems in different economies as emanated by the existence of DIHs, clusterization (Ward’s method and Euclidean distances) was applied according to the services offered. Economies were clustered according to the number of DIHs and the spread of DIHs intensity in different cities. The results were further analyzed according to the scope of the provided services.

Findings & value added:  The applied clustering classified European economies in four different sets, according to the types of services offered by the DIHs. These sets are expression of the different digitalization statuses and strategies of the selected economies and, as such, the services a company can benefit from in a specific economy. Potential development-related reasons behind the data-driven clustering are then conjectured and reported, to guide companies and policy makers in their digitalization strategies.

Keywords

Digital Innovation Hubs, clustering, innovation ecosystem, digital transition, Industry 4.0, digitalization

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References

  1. Asplund, F., Macedo, H. D., & Sassanelli, C. (2021). Problematizing the service portfolio of Digital Innovation Hubs. In L. M. Camarinha-Matos, X. Boucher & H. Afsarmanesh (Eds.). Smart and sustainable collaborative networks 4.0 (pp. 433–440). Springer International Publishing.
    View in Google Scholar
  2. AvianWe. (2023). Atal innovation mission (AIM). Retrieved from https://aim.gov.in.
    View in Google Scholar
  3. Avotra, A. A. R. N., Chengang, Y., Sandra Marcelline, T. R., Asad, A., & Yingfei, Y. (2021). Examining the impact of e-government on corporate social responsibility performance: The mediating effect of mandatory corporate social responsibility policy, corruption, and information and communication technologies development during the COVID era. Frontiers in Psychology, 12, 737100.
    View in Google Scholar
  4. Badicu, A., Iordache, G., Suciu, G., Daniel, M. H., Sassanelli, C., Terzi, S., & Gorm, L. P. (2021). Deploying the smart energy tool for investment simulation inside the HUBCAP Sandbox. In 9th international workshop on simulation for energy, sustainable development & environment (pp. 18–26). Aarhus: Aarhus University.
    View in Google Scholar
  5. Bartolini, L., Gropas, R., & Triandafyllidou, A. (2017). Drivers of highly skilled mobility from Southern Europe: Escaping the crisis and emancipating oneself. Journal of Ethnic and Migration Studies, 43(4), 652–673.
    View in Google Scholar
  6. Beaudry, P., & Green, D. (2002). Population growth, technological adoption, and economic outcomes in the information era. Review of Economic Dynamics, 5, 749–774.
    View in Google Scholar
  7. Capello, R., Lenzi, C., & Panzera, E. (2023). The rise of the digital service economy in European regions. Industry and Innovation, 30(6), 637–663.
    View in Google Scholar
  8. Clark, J., & Doussard, M. (2019). Devolution, disinvestment and uneven development: US industrial policy and evolution of the national network for manufacturing innovation. Cambridge Journal of Regions, Economy and Society, 12(2), 251–270.
    View in Google Scholar
  9. Costa-Soria, C., & Sassanelli, C. (2022). The D-BEST based service portfolio configuration for incubator ecosystems. CEUR Workshop Proceedings, 3214.
    View in Google Scholar
  10. Crupi, A., Del Sarto, N., Di Minin, A., Gregori, G. L., Lepore, D., Marinelli, L., & Spigarelli, F. (2020). The digital transformation of SMEs – a new knowledge broker called the Digital Innovation Hub. Journal of Knowledge Management, 24(6), 1263–1288.
    View in Google Scholar
  11. Da Silva, V. L., Kovaleski, J. L., Pagani, R. N., Silva, J. D. M., & Corsi, A. (2020). Implementation of Industry 4.0 concept in companies: Empirical evidences. International Journal of Computer Integrated Manufacturing, 33(4), 325–342.
    View in Google Scholar
  12. De Carolis, A., Macchi, M., Negri, E., & Terzi, S. (2017). Guiding manufacturing companies towards digitalization a methodology for supporting manufacturing companies in defining their digitalization roadmap. In 2017 international conference on engineering, technology and innovation (ICE/ITMC) (pp. 487–495). Institute of Electrical and Electronics Engineers, Inc.
    View in Google Scholar
  13. DeepL (2023). DeepL Translate: The world’s most accurate translator. Retrieved from https://www.DeepL.com/.
    View in Google Scholar
  14. Dutta, S., Lanvin, B., Wunsch-Vincent, S., & León, L. R. (2022). Global innovation index 2022: What is the future of innovation-driven growth? (Vol. 2000). WIPO.
    View in Google Scholar
  15. EC (2010). Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions A Digital Agenda for Europe COM/2010/0245 f/2. Retrieved from https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52010DC0245.
    View in Google Scholar
  16. EC (2018). The Digitising European Industry initiative in a nutshell | Shaping Europe’s digital future. Retrieved from https://digital-strategy.ec.europa.eu/en/lib rary/digitising-european-industry-initiative-nutshell.
    View in Google Scholar
  17. EC (2023a). Digital Innovation Hubs. Smart Specialisation Platform. Retrieved from https://s3platform.jrc.ec.europa.eu.
    View in Google Scholar
  18. EC (2023b). European Digital Innovation Hubs | Shaping Europe’s digital future. Retrieved from https://digital-strategy.ec.europa.eu/en/activities/edihs.
    View in Google Scholar
  19. Georgescu, A., Avasilcai, S., & Peter, M. K. (2021). Digital Innovation Hubs—the present future of collaborative research, business and marketing development opportunities. In Á. Rocha, J. L. Reis, M. K. Peter, R. Cayolla, S. Loureiro & Z. Bogdanović (Eds.). Marketing and smart technologies (pp. 363–374). Springer.
    View in Google Scholar
  20. Georgescu, A., Mihaela, T., & Avasilcai, S. (2022). Digital transition, Digital Innovation Hubs and economic development—an EU case study. In F. Lungu (Ed.). Proceedings of the review of management and economic engineering, 8th international management conference (pp. 300–307). Todesco Publishing House.
    View in Google Scholar
  21. Georgescu, A., Tudose, M. B., & Avasilcăi, S. (2023). Digital Innovation Hubs: SMEs’ facilitators for digital innovation projects, marketing communication strategies and business internationalization. In J. L. Reis, M. K. Peter, J. A. Varela González & Z. Bogdanović (Eds.). Marketing and smart technologies (pp. 307–330). Springer Nature.
    View in Google Scholar
  22. Haidar, H., Sassanelli, C., Costa-Soria, C., Ortiz Bas, A., & Doumeingts, G. (2024). Developing performance indicators to measure DIH collaboration: Applying ECOGRAI method on the D- BEST reference model, Enterprise interoperability X. In Proceedings of the I-ESA conferences, (pp. 1–10). Cham: Springer.
    View in Google Scholar
  23. Hidalgo-Ternero, C. M. (2021). Google translate Vs. Deepl: doi:. Monografías de Traducción e Interpretación, 6, 154–177.
    View in Google Scholar
  24. Hryhorash, O., Chentsov, V., Nurgaliyeva, A., & Hryhorash, T. (2020). State funding of higher education as a factor of ensuring its quality: Experience of the European countries. Public and Municipal Finance, 9(1), 60–69.
    View in Google Scholar
  25. Kagermann, H., Lukas, W.-D., & Wahlster, W. (2011). Industrie 4.0: Mit dem Internet der Dinge auf dem Weg zur 4. industriellen Revolution. VDI Nachrichten, 13(1).
    View in Google Scholar
  26. Kašparová, M., & Barva, J. (2018). Data analysis of European Union states: Youth behavior in digital world. Scientific Papers of the University of Pardubice, Series D: Faculty of Economics and Administration, 26, 102–113.
    View in Google Scholar
  27. Kuczewska, J., Garbin Praničević, D., Borowicz, A., & Talaja, A. (2023). The digital transformation process in the small and medium enterprise (SME) sector in the era of the Covid-19 pandemic: A study in Poland and Croatia. Management, 28(2), 27–41.
    View in Google Scholar
  28. Lamperti, S., Cavallo, A., & Sassanelli, C. (2023). Digital servitization and business model innovation in SMEs: A model to escape from market disruption. IEEE Transactions on Engineering Management, 70, 1–15.
    View in Google Scholar
  29. Leidner, D. E., & Kayworth, T. (2006). Review: A review of culture in information systems research: Toward a theory of information technology culture conflict. MIS Quarterly, 30(2), 357–399.
    View in Google Scholar
  30. Liu, T.-C. (2022). Digital policy in European countries from the perspective of the Digital Economy and Society Index. Policy & Internet, 14(1), 202–218.
    View in Google Scholar
  31. Macedo, H. D., Sassanelli, C., Larsen, P. G., & Terzi, S. (2021). Facilitating model-based design of cyber-manufacturing systems. Procedia CIRP, 104, 1936–1941.
    View in Google Scholar
  32. Małkowska, A., Urbaniec, M., & Kosała, M. (2021). The impact of digital transformation on European countries: Insights from a comparative analysis. Equilibrium. Quarterly Journal of Economics and Economic Policy, 16, 325–355.
    View in Google Scholar
  33. NASCOM (2023). NASSCOM | The trade association of Indian IT BPM industry. Retrieved from https://nasscom.in.
    View in Google Scholar
  34. Nicoletti, G., von Rueden, C., & Andrews, D. (2020). Digital technology diffusion: A matter of capabilities, incentives or both? European Economic Review, 128, 103513.
    View in Google Scholar
  35. Nikou, S., De Reuver, M., & Mahboob Kanafi, M. (2022). Workplace literacy skills—How information and digital literacy affect adoption of digital technology. Journal of Documentation, 78(7), 371–391.
    View in Google Scholar
  36. Niu, F. (2022). The role of the digital economy in rebuilding and maintaining social governance mechanisms. Frontiers in Public Health, 9, 819727.
    View in Google Scholar
  37. Paschou, T., Rapaccini, M., Adrodegari, F., & Saccani, N. (2020). Digital servitization in manufacturing: A systematic literature review and research agenda. Industrial Marketing Management, 89, 278–292.
    View in Google Scholar
  38. Piątkowski, M. J. (2020). Expectations and challenges in the labour market in the context of Industrial Revolution 4.0. The agglomeration method-based analysis for Poland and other EU member states. Sustainability, 12(13), 13.
    View in Google Scholar
  39. Popović, A., Đukić, M. I., & Milijić, A. (2022). Smart economic development in European countries. European Journal of Applied Economics, 19(1), 42–54.
    View in Google Scholar
  40. Quadrini, W., Gladysz, B., Terzi, S., & Sassanelli, C. (2022). Using the D-BEST reference model to compare Italian and Polish Digital Innovation Hubs. CEUR Workshop Proceedings, 3214.
    View in Google Scholar
  41. Raj, A., Dwivedi, G., Sharma, A., Lopes de Sousa Jabbour, A. B., & Rajak, S. (2020). Barriers to the adoption of industry 4.0 technologies in the manufacturing sector: An inter-country comparative perspective. International Journal of Production Economics, 224, 107546.
    View in Google Scholar
  42. Razzetti, S., Gusmeroli, S., Terzi, S., & Sassanelli, C. (2022a). L-BEST: Adding legal and ethical services to manage Digital Innovation Hubs portfolios in the artificial intelligence domain. CEUR Workshop Proceedings, 3214,.
    View in Google Scholar
  43. Razzetti, S., Gusmeroli, S., Terzi, S., & Sassanelli, C. (2022b). METHOdology for DIH: Adding the remote macro-class to the D-BEST reference model. CEUR Workshop Proceedings, 3214.
    View in Google Scholar
  44. Rikap, C., & Lundvall, B.-Å. (2021). AI policies and politics in China and the US between techno-globalism and techno-nationalism. In C. Rikap & B.-Å. Lundvall (Eds.). The digital innovation race: Conceptualizing the emerging new world order (pp. 145–163). Springer International Publishing.
    View in Google Scholar
  45. Rissola, G., & Sörvik, J. (2018). Digital innovation hubs in smart specialisation strategies. Publications Office of the European Union, Luxembourg. Retrieved from https://core.ac.uk/download/pdf/162257008.pdf.
    View in Google Scholar
  46. Rivera-Trigueros, I. (2022). Machine translation systems and quality assessment: A systematic review. Language Resources and Evaluation, 56(2), 593–619.
    View in Google Scholar
  47. Roba, G.B., & Milos, M. (2023). Digital transformation of SMEs during the COVID-19 pandemic. In N. Kryvinska, M. Greguš & S. Fedushko (Eds). Developments in information and knowledge management systems for business applications. Studies. Systems, Decision and Control. Cham: Springer.
    View in Google Scholar
  48. Robey, J., Eberts, R. W., & Voytek, K. (2019). Estimating the impacts of business assistance programs: The case of the manufacturing extension partnership and multi-year estimates. REMI Annual Users’ Conference. Retrieved from https://research.upjohn.org/presentations/63.
    View in Google Scholar
  49. Rüßman, M., Lorenz, M., Gerbert, P., Waldner, M., Engel, P., Harnisch, M., & Justus, J. (2015). Industry 4.0–the future of productivity and growth in manufacturing industries. BCG. Retrieved from https://www.bcg.com/publications/ 2015/engineered_products_project_business_industry_4_future_productivity_growth_manufacturing_industries.
    View in Google Scholar
  50. Sachs, J., Kroll, C., Lafortune, G., Fuller, G., & Woelm, F. (2022). Sustainable development report 2022. Cambridge University Press.
    View in Google Scholar
  51. Sánchez-Bayón, A. (2023). Digital transition and readjustment on EU tourism industry. Studies in Business and Economics,18(1), 275–297.
    View in Google Scholar
  52. Sarangi, A. K., & Pradhan, R. P. (2020). ICT infrastructure and economic growth: A critical assessment and some policy implications. Decision, 47(4), 363–383.
    View in Google Scholar
  53. Sarraipa, J., Zamiri, M., Marcelino-Jesus, E., Artifice, A., Jardim-Goncalves, R., & Moalla, N. (2023). A learning framework for supporting Digital Innovation Hubs. Computers, 12(6), 6.
    View in Google Scholar
  54. Sassanelli, C., & Ferreira, J. (2022). How can the D-BEST model support the SMEs Digitisation? CEUR Workshop Proceedings, 3214.
    View in Google Scholar
  55. Sassanelli, C., & Terzi, S. (2022a). Building the value proposition of a Digital Innovation Hub network to support ecosystem sustainability. Sustainability, 14(18), 18.
    View in Google Scholar
  56. Sassanelli, C., & Terzi, S. (2022b). The D-BEST based digital innovation hub customer journey analysis method: Configuring DIHs unique value proposition. International Journal of Engineering Business Management, 14, 1–24.
    View in Google Scholar
  57. Sassanelli, C., & Terzi, S. (2022c). The D-BEST reference model: A flexible and sustainable support for the digital transformation of small and medium enterprises. Global Journal of Flexible Systems Management, 23(3), 345–370.
    View in Google Scholar
  58. Sassanelli, C., Arriga, T., Zanin, S., D’Adamo, I., & Terzi, S. (2022a). Industry 4.0 driven result-oriented PSS: An assessment in the energy management. International Journal of Energy Economics and Policy, 12(4), 4.
    View in Google Scholar
  59. Sassanelli, C., Panetto, H., Guedria, W., Terzi, S., & Doumeingts, G. (2020a). Towards a reference model for configuring services portfolio of Digital Innovation Hubs: The ETBSD model. In L. M. Camarinha-Matos, H. Afsarmanesh & A. Ortiz (Eds.). Boosting collaborative networks 4.0 (pp. 597–607). Springer International Publishing.
    View in Google Scholar
  60. Sassanelli, C., Razzetti, S., Quadrini, W., Gusmeroli, S., & Terzi, S. (2022b). Digital Innovation Hubs proposing digital platforms to lead the SMEs digital transition. In Proceedings of the workshop of I-ESA’22. Interoperability for Enterprise Systems and Applications.
    View in Google Scholar
  61. Sassanelli, C., Rossi, M., & Terzi, S. (2020b). Evaluating the smart maturity of manufacturing companies along the product development process to set a PLM project roadmap. International Journal of Product Lifecycle Management, 12(3), 185–209.
    View in Google Scholar
  62. Schweichhart, K. (2016). Reference architectural model Industrie 4.0 (RAMI 4.0)-an introduction. Publikationen Der Plattform Industrie, 4(0).
    View in Google Scholar
  63. Semeraro, C., Lezoche, M., Panetto, H., & Dassisti, M. (2021). Digital twin paradigm: A systematic literature review. Computers in Industry, 130, 103469.
    View in Google Scholar
  64. Silva, R., Mamede, H., & Santos, A. (2022). The role of digital marketing in increasing SMEs' competitiveness. In Proceedings of the 19th international conference on smart business technologies (pp. 93–100). Science and Technology Publications, Setùbal.
    View in Google Scholar
  65. Skare, M., de las Mercedes de Obesso, M., & Ribeiro-Navarrete, S. (2023). Digital transformation and European small and medium enterprises (SMEs): A comparative study using digital economy and society index data. International Journal of Information Management, 68, 102594.
    View in Google Scholar
  66. Ślusarczyk, B. (2018). Industry 4.0: Are we ready? Polish Journal of Management Studies, 17.
    View in Google Scholar
  67. Steers, R. M., Meyer, A. D., & Sanchez-Runde, C. J. (2008). National culture and the adoption of new technologies. Journal of World Business, 43(3), 255–260.
    View in Google Scholar
  68. Stojanova, S., Cvar, N., Verhovnik, J., Božić, N., Trilar, J., Kos, A., & Stojmenova Duh, E. (2022). Rural Digital Innovation Hubs as a paradigm for sustainable business models in Europe’s rural areas. Sustainability, 14(21), 14620.
    View in Google Scholar
  69. Teixeira, J. E., & Tavares-Lehmann, A. T. C. P. (2022). Industry 4.0 in the European Union: Policies and national strategies. Technological Forecasting and Social Change, 180, 121664.
    View in Google Scholar
  70. Toader, E., Firtescu, B. N., Roman, A., & Anton, S. G. (2018). Industry 4.0 in the European Union: Policies and national strategies. Sustainability, 10(10), 10.
    View in Google Scholar
  71. Turja, T., & Oksanen, A. (2019). Robot acceptance at work: A multilevel analysis based on 27 EU countries. International Journal of Social Robotics, 11(4), 679–689.
    View in Google Scholar
  72. Ward, J. H. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301), 236–244.
    View in Google Scholar
  73. Weiß, G. B., Pietraroia, D., Sassanelli, C., & Macedo, H. D. (2023). Manufacturing process simulation in a hybrid cloud setup. In 2nd international conference on innovative intelligent industrial production and logistics (pp. 49–58). Setùbal: Science and Technology Publications.
    View in Google Scholar
  74. Wierzbicka, W. (2020). Socio-economic potential of cities belonging to the Polish National Cittaslow Network. Oeconomia Copernicana, 11(1), 203–224.
    View in Google Scholar
  75. Xianbin, T., & Qiong, W. (2021). Sustainable digital economy through good governance: Mediating roles of social reforms and economic policies. Frontiers in Psychology, 12, 773022.
    View in Google Scholar
  76. Xu, R., & Wunsch, D. (2005). Survey of clustering algorithms. IEEE Transactions on Neural Networks, 16(3), 645–678.
    View in Google Scholar
  77. Zaharia, M., & Balacescu, A. (2020). Digital economy and society. Comparative cluster analysis of EU states. Journal of Applied Computer Science & Mathematics, 14(1), 30–36.
    View in Google Scholar
  78. Zamiri, M., Ferreira, J., Sarraipa, J., Sassanelli, C., Gusmeroli, S., & Jardim-Goncalves, R. (2021). Towards a conceptual framework for developing sustainable Digital Innovation Hubs. In 2021 IEEE international conference on engineering, technology and innovation (ICE/ITMC) (pp. 1–7). Institute of Electrical and Electronics Engineers, Inc.
    View in Google Scholar
  79. Zenglein, M. J., & Holzmann, A. (2019). Evolving made in China 2025. Merics Papers on China, 8, 78.
    View in Google Scholar

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