REFERENCES
- Acemoglu, D., & Restrepo, P. (2019). Automation and new tasks: How technology displaces and reinstates labor. Journal of Economic Perspectives, 33(2), 3–30. https://doi.org/https://doi.org/10.1257/jep.33.2.3
- Alcacer, V., & Cruz-Machado, V. (2019). Scanning the Industry 4.0: A literature review on technologies for manufacturing systems. Engineering Science and Technology, 22(3), 899–919. https://doi.org/https://doi.org/10.1016/j.jestch.2019.01.006
- Autor, D. H. (2015). Why are there still so many jobs? The history and future of workplace automation. Journal of Economic Perspectives, 29(3), 3–30. https://doi.org/https://doi.org/10.1257/jep.29.3.3
- Balland, P. A. (2017). EconGeo: Computing key indicators of the spatial distribution of economic activities, R package version 1.3. https://github.com/PABalland/EconGeo
- Balland, P., & Boschma, R. (2021). Complementary inter-regional linkages and Smart Specialisation. An empirical study on European regions. Regional Studies. https://doi.org/https://doi.org/10.1080/00343404.2020.1861240.
- Balland, P. A., Boschma, R., Crespo, J., & Rigby, D. (2019). Smart specialization policy in the EU: Relatedness, knowledge complexity and regional diversification. Regional Studies, 53(9), 1252–1268. https://doi.org/https://doi.org/10.1080/00343404.2018.1437900
- Balland, P. A., Jara-Figueroa, C., Petralia, S., Steijn, M., Rigby, D., & Hidalgo, C. (2020). Complex economic activities concentrate in large cities. Nature Human Behaviour, 4(3), 248–254. https://doi.org/https://doi.org/10.1038/s41562-019-0803-3
- Balland, P. A., & Rigby, D. (2017). The geography of complex knowledge. Economic Geography, 93(1), 1–23. https://doi.org/https://doi.org/10.1080/00130095.2016.1205947
- Bellandi, M., Santini, E., Vecciolini, C., & de Propris, L. (2020). Industry 4.0: Transforming local productive systems in the Tuscany region. In L. De Propris, & D. Bailey (Eds.), Industry 4.0 and regional transformations (pp. 84–96). Routledge.
- Bessen, J., Goos, M., Salomons, A., & van den Berge, W. (2019). Automatic reaction – What happens to workers at firms that automate? (CPB Discussion Paper). Netherlands Bureau for Economic Policy Analysis.
- Boschma, R. (2017). Relatedness as driver behind regional diversification: A research agenda. Regional Studies, 51(3), 351–364. https://doi.org/https://doi.org/10.1080/00343404.2016.1254767
- Boschma, R., Balland, P. A., & Kogler, D. F. (2015). Relatedness and technological change in cities: The rise and fall of technological knowledge in U.S. metropolitan areas from 1981 to 2010. Industrial and Corporate Change, 24(1), 223–250. https://doi.org/https://doi.org/10.1093/icc/dtu012
- Boschma, R., Heimeriks, G., & Balland, P. A. (2014). Scientific knowledge dynamics and relatedness in biotech cities. Research Policy, 43(1), 107–114. https://doi.org/https://doi.org/10.1016/j.respol.2013.07.009
- Chiarello, F., Trivelli, L., Bonaccorsi, A., & Fantoni, G. (2018). Extracting and mapping industry 4.0 technologies using Wikipedia. Computers in Industry, 100, 244–257. https://doi.org/https://doi.org/10.1016/j.compind.2018.04.006
- Ciffolilli, A., & Muscio, A. (2018). Industry 4.0: National and regional comparative advantages in key enabling technologies. European Planning Studies, 26(12), 2323–2343. https://doi.org/https://doi.org/10.1080/09654313.2018.1529145
- Colombelli, A., Krafft, J., & Quatraro, F. (2014). The emergence of new technology-based sectors in European regions: A proximity-based analysis of nanotechnology. Research Policy, 43(10), 1681–1696. https://doi.org/https://doi.org/10.1016/j.respol.2014.07.008
- Cooke, P. (2019). Responsible research and innovation? From FinTech’s ‘flash crash’ at Cermak to digitech’s Willow Campus and Quayside. European Planning Studies, 27(12), 2376–2393. https://doi.org/https://doi.org/10.1080/09654313.2018.1556610
- Corradini, C. (2019). Location determinants of green technological entry: Evidence from European regions. Small Business Economics, 52(4), 845–858. https://doi.org/https://doi.org/10.1007/s11187-017-9938-7
- Cortinovis, N., Xiao, J., Boschma, R., & van Oort, F. (2017). Quality of government and social capital as drivers of regional diversification in Europe. Journal of Economic Geography, 17(6), 1179–1208. https://doi.org/https://doi.org/10.1093/jeg/lbx001
- Dallasega, P., Rauch, E., & Linder, C. (2018). Industry 4.0 as an enabler of proximity for construction supply chains: A systematic literature review. Computers in Industry, 99, 205–225. https://doi.org/https://doi.org/10.1016/j.compind.2018.03.039
- De Propris, L., & Bailey, D. (Eds.). (2020). Industry 4.0 and regional transformations. Routledge.
- D’Este, P., Guy, F., & Iammarino, S. (2013). Shaping the formation of university–industry research collaborations: What type of proximity does really matter? Journal of Economic Geography, 13(4), 537–558. https://doi.org/https://doi.org/10.1093/jeg/lbs010
- Feldman, M., Guy, F., & Iammarino, S. (2019, October. Regional income disparities, monopoly & finance (Working Paper). University of London.
- Freire, C. (2017). Diversification and structural economic dynamics. Boekenplan.
- Frey, C. B., & Osborne, M. (2016). The future of employment: How susceptible are jobs to computerisation? Technological Forecasting and Social Change, 114, 254–280. https://doi.org/https://doi.org/10.1016/j.techfore.2016.08.019
- Gotz, M., & Jankowska, B. (2017). Clusters and Industry 4.0 – Do they fit together? European Planning Studies, 25(9), 1633–1653. https://doi.org/https://doi.org/10.1080/09654313.2017.1327037
- Gress, D. R., & Kalafsky, R. V. (2015). Geographies of production in 3D: Theoretical and research implications stemming from additive manufacturing. Geoforum; Journal of Physical, Human, and Regional Geosciences, 60, 43–52. https://doi.org/https://doi.org/10.1016/j.geoforum.2015.01.003
- Guo, Q., & He, C. (2017). Production space and regional industrial evolution in China. Geojournal, 82(2), 379–396. https://doi.org/https://doi.org/10.1007/s10708-015-9689-4
- Hall, P., & Preston, P. (1988). The carrier wave. New information technology and the geography of innovation 1846–2003. Unwin Hyman.
- Hallward-Driemeier, M., Nayyar, G., Fengler, W., Aridi, A., & Gill, I. (2020). Europe 4.0. addressing the digital Dilemma. World Bank.
- He, C., Yan, Y., & Rigby, D. (2018). Regional industrial evolution in China. Papers in Regional Science, 97(2), 173–198. https://doi.org/https://doi.org/10.1111/pirs.12246
- Hidalgo, C. A., Klinger, B., Barabasi, A. L., & Hausmann, R. (2007). The product space and its consequences for economic growth. Science, 317(5837), 482–487. https://doi.org/https://doi.org/10.1126/science.1144581
- Hidalgo, C., Balland, P. A., Boschma, R., Delgado, M., Feldman, M., Frenken, K., Glaeser, E., He, C., Kogler, D., Morrison, A., Neffke, F., Rigby, D., Stern, S., Zheng, S., & Zhu, S. (2018). The principle of relatedness. In Springer proceedings in complexity. Springer. Paper originally presented at the International Conference on Complex Systems (ICCS) (pp. 451–457). Cambridge, MA, USA, July 22–27.
- Iammarino, S., Rodriguez-Pose, A., & Storper, M. (2019). Regional inequality in Europe: Evidence, theory and policy implications. Journal of Economic Geography, 19(2), 273–298. https://doi.org/https://doi.org/10.1093/jeg/lby021
- Kamble, S. S., Gunasekaran, A., & Gawankar, S. A. (2018). Sustainable Industry 4.0 framework: A systematic literature review identifying the current trends and future perspectives. Process Safety and Environmental Protection, 117, 408–425. https://doi.org/https://doi.org/10.1016/j.psep.2018.05.009
- Kogler, D. F., Rigby, D. L., & Tucker, I. (2013). Mapping knowledge space and technological relatedness in US cities. European Planning Studies, 21(9), 1374–1391. https://doi.org/https://doi.org/10.1080/09654313.2012.755832
- Lecuyer, C. (2006). Making Silicon Valley. Innovation and the growth of high tech, 1930–1970. MIT Press.
- Lee, K. F. (2018). AI superpowers: China, Silicon Valley and the new world order. Houghton Mifflin Harcourt.
- Li, D. (2020). Place dependence of renewable energy technologies. Connecting local and global scale [PhD thesis]. Utrecht University, Utrecht.
- Liao, Y., Deschamps, F., de Freitas Rocha Loures, E., & Felipe Pierin Ramos, L. (2017). Past, present and future of Industry 4.0 – A systematic literature review and research agenda proposal. International Journal of Production Research, 55(12), 3609–3629. https://doi.org/https://doi.org/10.1080/00207543.2017.1308576
- Lu, Y. (2017). Industry 4.0: A survey on technologies, applications and open research issues. Journal of Industrial Information Integration, 6, 1–10. https://doi.org/10.1016/j.jii.2017.04.005
- Markusen, A., Hall, P., & Glasmeier, A. (1986). High tech America: The what, how, where and why of the sun-rise industries. Allen & Unwin.
- Marshall, M. (1987). Long waves of regional development. Macmillan.
- Maraut, S., Dernis, H., Webb, C., Spiezia, V., & Guellec, D. (2008). The OECD REGPAT database: A presentation (OECD Science, Technology and Industry Working Paper No. 2008/02). OECD Publ.
- Ménière, Y., Rudyk, I., & Valdes, J. (2017). Patents and the fourth industrial revolution. The inventions behind digital transformation. European Patent Office (EPO).
- Montresor, S., & Quatraro, F. (2019). Green technologies and Smart Specialisation Strategies: A European patent-based analysis of the intertwining of technological relatedness and key enabling technologies. Regional Studies, 54(10), 1354–1365. https://doi.org/https://doi.org/10.1080/00343404.2019.1648784
- Muneepeerakul, R., Lobo, J., Shutters, S. T., Gomez-Lievano, A., & Qubbaj, M. R. (2013). Urban economies and occupation space: Can they get ‘there’ from ‘here’? PLoS ONE, 8(9), e73676. https://doi.org/https://doi.org/10.1371/journal.pone.0073676
- Muro, M., Maxim, R., & Whiton, J. (2019). Automation and artificial intelligence. How machines are affecting people and places. Metropolitan Policy Program, Brookings Institution.
- Muscio, A., & Ciffolilli, A. (2020). What drives the capacity to integrate Industry 4.0 technologies? Evidence from European R&D projects. Economics of Innovation and New Technology, 29(2), 169–183. https://doi.org/https://doi.org/10.1080/10438599.2019.1597413
- Nedelkoska, L., & Quintini, G. (2018). Automation, skill use and training, OECD social, employment and migration (Working Papers No. 2018/3). Organisation for Economic Co-operation and Development (OECD) Publ.
- Neffke, F., Hartog, M., Boschma, R., & Henning, M. (2018). Agents of structural change. The role of firms and entrepreneurs in regional diversification. Economic Geography, 94(1), 23–48. https://doi.org/https://doi.org/10.1080/00130095.2017.1391691
- Neffke, F., Henning, M., & Boschma, R. (2011). How do regions diversify over time? Industry relatedness and the development of new growth paths in regions. Economic Geography, 87(3), 237–265. https://doi.org/https://doi.org/10.1111/j.1944-8287.2011.01121.x
- Oztemel, O., & Gursev, S. (2020). Literature review of Industry 4.0 and related technologies. Journal of Intelligent Manufacturing, 31(1), 127–182. https://doi.org/https://doi.org/10.1007/s10845-018-1433-8
- Perez, C., & Soete, L. (1988). Catching up in technology: Entry barriers and windows of opportunity. In G. Dosi, C. Freeman, R. Nelson, G. Silverberg, & L. Soete (Eds.), Technical change and economic theory (pp. 458–479). Pinter.
- Popkova, E. G., Ragulina, Y. V., & Bogoviz, A. V. (Eds.). (2019). Industry 4.0: Industrial revolution of the 21st century. Springer.
- Reischauer, G. (2018). Industry 4.0 as policy-driven discourse to institutionalize innovation systems in manufacturing. Technological Forecasting and Social Change, 132, 26–33. https://doi.org/https://doi.org/10.1016/j.techfore.2018.02.012
- Rigby, D. (2015). Technological relatedness and knowledge space. Entry and exit of US cities from patent classes. Regional Studies, 49(11), 1922–1937. https://doi.org/https://doi.org/10.1080/00343404.2013.854878
- Santoalha, A., & Boschma, R. (2021). Diversifying in green technologies in European regions: Does political support matter? Regional Studies, 55(2), 182–195. https://doi.org/https://doi.org/10.1080/00343404.2020.1744122.
- Santos, C., Mehrsai, A., Barros, A. C., Araújo, M., & Ares, E. (2017). Towards Industry 4.0: An overview of European strategic roadmaps. Procedia Manufacturing, 13, 972–979. https://doi.org/https://doi.org/10.1016/j.promfg.2017.09.093
- Scott, A. (1988). New industrial spaces: Flexible production organization and regional development in North America and Western Europe. Pion.
- Steijn, M. P. A. (2017). Improvement on the association strength: Implementing probability measures based on combinations without repetition (Working Paper). Utrecht University.
- Strange, R., & Zucchella, A. (2017). Industry 4.0, global value chains and international business. Multinational Business Review, 25(3), 174–184. https://doi.org/https://doi.org/10.1108/MBR-05-2017-0028
- Tanner, A. N. (2016). The emergence of new technology-based industries: The case of fuel cells and its technological relatedness to regional knowledge bases. Journal of Economic Geography, 16(3), 611–635. https://doi.org/https://doi.org/10.1093/jeg/lbv011
- Valdes, Y. M., & Ilja Rudyk, J. (2017). Patents and the fourth industrial revolution (EPO). European Patent Office (EPO), Handelsblatt Research Institute.
- van den Berge, M., & Weterings, A. (2014). Relatedness in eco-technological development in European regions (Papers in Evolutionary Economic Geography No. 14.13). Utrecht University.
- Van Eck, N. J., & Waltman, L. (2009). How to normalize co-occurrence data? An analysis of some well-known similarity measures. Journal of the American Society for Information Science and Technology, 60(8), 1635–1651. https://doi.org/10.1002/asi.21075
- Xu, L. D., Lu, E. L., & Li, L. (2018). Industry 4.0: State of the art and future trends. International Journal of Production Research, 56(8), 2941–2962. https://doi.org/https://doi.org/10.1080/00207543.2018.1444806