Abstract
Localized interactions allow access to external knowledge flows, contributing to the dynamic increase of knowledge complexity. We analyse the knowledge complexity of cities, as a proxy of their knowledge capabilities, and the extent to which capabilities are determined by the interactions between cities. We address this issue studying the evolution of knowledge complexity and the inter-city network in Latin America. We find uneven evolutions of knowledge complexity of cities, which are integrated into sparse and highly outward-oriented networks. Using panel data regression models, we show that cities’ knowledge complexity can be explained by the city's position in the network. In particular, we find two determining factors: on the one hand, playing a broker role, i.e. intermediating between disconnected cities, is associated with the level of complexity. On the other hand, network brokerage shows a sort of externality, due to which cities that maintain connections with broker cities also achieve higher levels of knowledge complexity. This evidence contributes to understanding the current changes and challenges in the main Latin American urban agglomerations.
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References
Abramovitz, M. (1995). The elements of social capability. In B. Koo & D. Perkins (Eds.), Social capability and long-term economic growth (pp. 19–47). Palgrave Macmillan.
Antonelli, C. (2017). Endogenous innovation: The economics of an emergent system property. Edward Elgar Publishing.
Antonelli, C., Crespi, F., Mongeau Ospina, C., & Scellato, G. (2017). Knowledge composition, Jacobs externalities and innovation performance in European regions. Regional Studies, 51(11), 1708–1720.
Antonelli, C., Crespi, F., & Quatraro, F. (2020). Knowledge complexity and the mechanisms of knowledge generation and exploitation: The European evidence. Research Policy, 66, 1040–81.
Asheim, B., Boschma, R., & Cooke, P. (2011). Constructing regional advantage: Platform policies based on related variety and differentiated knowledge bases. Regional Studies, 45(7), 893–904.
Asheim, B., & Isaksen, A. (2002). Regional innovation systems: The integration of local ‘sticky’and global ‘ubiquitous’ knowledge. The Journal of Technology Transfer, 27(1), 77–86.
Asheim, B., & Parrilli, M. D. (2012). Interactive learning for innovation. Palgrave-Macmillan, Basingstoke.
Baldacchino, G. (2006). Small islands versus big cities: Lessons in the political economy of regional development from the world’s small islands. The Journal of Technology Transfer, 31(1), 91–100.
Balland, P., Broekel, T., Diodato, D., Giuliani, E., Hausmann, R., O’Clery, N., & Rigby, D. (2022). The new paradigm of economic complexity. Research Policy, 51(3), 104450.
Balland, P., Jara-Figueroa, C., Petralia, S., Steijn, M., Rigby, D., & Hidalgo, C. A. (2020). Complex economic activities concentrate in large cities. Nature Human Behaviour, 4(3), 248–254.
Barabási, A., & Albert, R. (1999). Emergence of scaling in random networks. Science, 286(5439), 509–512.
Bathelt, H., & Li, P. (2020). Processes of building cross-border knowledge pipelines. Research Policy, 49(3), 103928.
Bathelt, H., Malmberg, A., & Maskell, P. (2004). Clusters and knowledge: Local buzz, global pipelines and the process of knowledge creation. Progress in Human Geography, 28(1), 31–56.
Batty, M., Barros, J., & Junior, S. (2006). ‘Cities: continuity, transformation and emergence’. In: Garnsey, E., & McGlade, J. (Eds.), Complexity and co-evolution: Continuity and change in socio-economic systems (pp. 61–76). Edward Elgar Publishing.
Bellemare, M., Masaki, T., & Pepinsky, T. (2017). Lagged explanatory variables and the estimation of causal effect. The Journal of Politics, 79(3), 949–963.
Bettencourt, L., Lobo, J., & Strumsky, D. (2007). Invention in the city: Increasing returns to patenting as a scaling function of metropolitan size. Research Policy, 36(1), 107–120.
Bianchi, C., Galaso, P., & Palomeque, S. (2020). Invention and collaboration networks in Latin America: Evidence from patent data. Serie Documentos de Trabajo, DT 04/2020. Instituto de Economía, Facultad de Ciencias Económicas y Administración, Universidad de la República, Uruguay. https://hdl.handle.net/20.500.12008/24894
Bianchi, C., Galaso, P., & Palomeque, S. (2021). Patent collaboration networks in Latin America: Extra-regional orientation and core-periphery structure. Journal of Scientometric Research, 10(1s), s59–s70.
Bianchi, C., Galaso, P., & Palomeque, S. (2023a). Absorptive capacities and external openness in underdeveloped Innovation Systems: A patent network analysis for Latin American countries 1970–2017. Cambridge Journal of Economics. https://doi.org/10.1093/cje/bead034
Bianchi, C., Galaso, P., & Palomeque, S. (2023b). The trade-offs of brokerage in inter-city innovation networks. Regional Studies, 57(2), 225–238.
Boschma, R. (2004). Competitiveness of regions from an evolutionary perspective. Regional Studies, 38(9), 1001–1014.
Boschma, R., Balland, P., & Kogler, D. (2015). Relatedness and technological change in cities: The rise and fall of technological knowledge in US metropolitan areas from 1981 to 2010. Industrial and Corporate Change, 24(1), 223–250.
Bottai, C., & Iori, M. (2022). The knowledge complexity of the European Metropolitan Areas: Selecting and clustering their hidden features (No. 2022/38). Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies.
Breschi, S., & Lenzi, C. (2015). The role of external linkages and gatekeepers for the renewal and expansion of US cities’ knowledge base, 1990–2004. Regional Studies, 49(5), 782–797.
Britto, J., Ribeiro, L., Araújo, L., & Albuquerque, E. (2020). Patent citations, knowledge flows, and catching-up: Evidences of different national experiences for the period 1982–2006. Science and Public Policy, 47(6), 788–802.
Burt, R. (1992). Structural holes. The social structure of competition. Harvard University Press.
Burt, R. (2004). Structural holes and good ideas. American Journal of Sociology, 110(2), 349–399.
Cabello, S. (2022). El camino de desarrollo de las ciudades inteligentes: una evaluación de Bogotá, Buenos Aires, Ciudad de México y São Paulo. Documentos de Proyectos (LC/TS.2022/86), Santiago, Comisión Económica para América Latina y el Caribe (CEPAL).
Campi, M., Dueñas, M., & Fagiolo, G. (2021). Specialization in food production affects global food security and food systems sustainability. World Development, 141, 105411.
Cantner, U., Meder, A., & Ter Wal, A. (2010). Innovator networks and regional knowledge base. Technovation, 30(9–10), 496–507.
Cao, Z., Derudder, B., Dai, L., & Peng, Z. (2022). ‘Buzz-and-pipeline’ dynamics in Chinese science: The impact of interurban collaboration linkages on cities’ innovation capacity. Regional Studies, 56(2), 290–306.
Capone, F., Lazzeretti, L., & Innocenti, N. (2021). Innovation and diversity: The role of knowledge networks in the inventive capacity of cities. Small Business Economics, 56(2), 773–788.
Chaves, C., Ribeiro, L., Dos Santos, U., & Albuquerque, E. (2020). Innovation systems and changes in the core-periphery divide: Notes on a methodology to determine countries’ trajectories using science and technology statistics. CEPAL Review, 130, 43–61.
Cimoli, M., & Porcile, G. (2009). Sources of learning paths and technological capabilities: An introductory roadmap of development processes. Economics of Innovation and New Technology, 18(7), 675–694.
Confraria, H., & Vargas, F. (2019). Scientific systems in Latin America: Performance, networks, and collaborations with industry. The Journal of Technology Transfer, 44(3), 874–915.
de Araújo, I., Gonçalves, E., & Taveira, J. (2019). The role of patent co-inventorship networks in regional inventive performance. International Regional Science Review, 42(3–4), 235–280.
De la Mora, L. (2017). Políticas para la atracción de inversión extranjera directa como impulsora de la creación de capacidades locales y del cambio estructural: el caso de México. Serie Desarrollo Productivo No. 216, CEPAL, Santiago de Chile. http://hdl.handle.net/11362/43136
Doloreux, D., & Shearmur, R. (2023). Does location matter? STI and DUI innovation modes in different geographic settings. Technovation, 119, 102609.
Duque Franco, I. (2021). Smart cities on the agenda of planning and governance in Latin American. Cuadernos De Geografía: Revista Colombiana De Geografía, 30(2), 280–296.
Fagerberg, J., & Srholec, M. (2017). Capabilities, economic development, sustainability. Cambridge Journal of Economics, 41(3), 905–926.
Fagerberg, J., & Srholec, M. (2023). Capabilities, diversification & economic dynamics in European Regions. The Journal of Technology Transfer, 48(2), 623–644.
Fan, F., Lian, H., & Wang, S. (2020). Can regional collaborative innovation improve innovation efficiency? An empirical study of Chinese cities. Growth and Change, 51(1), 440–463.
Farinha, T., Balland, P., Morrison, A., & Boschma, R. (2019). What drives the geography of jobs in the US? Unpacking Relatedness. Industry and Innovation, 26(9), 988–1022.
Fischer, B., Queiroz, S., & Vonortas, N. (2018). On the location of knowledge-intensive entrepreneurship in developing countries: Lessons from São Paulo, Brazil. Entrepreneurship & Regional Development, 30(5–6), 612–638.
Fitjar, R., & Rodríguez-Pose, A. (2013). Firm collaboration and modes of innovation in Norway. Research Policy, 42(1), 128–138.
Fleming, L., King, C., & Juda, A. (2007). Small worlds and regional innovation. Organization Science, 18(6), 938–954.
Françoso, M., & Vonortas, N. (2023). Gatekeepers in regional innovation networks: Evidence from an emerging economy. The Journal of Technology Transfer, 48, 821–841.
Fritsch, M., & Wyrwich, M. (2021). Is innovation (increasingly) concentrated in large cities? An international comparison. Research Policy, 50(6), 104237.
Galaso, P. (2018). Network topologies as collective social capital in cities and regions: A critical review of empirical studies. European Planning Studies, 26(3), 571–590.
Galaso, P., & Kovářík, J. (2021). Collaboration networks, geography and innovation: Local and national embeddedness. Papers in Regional Science, pirs.12578.
Gomes Ferreira, C. H., Murai, F., Silva, A. P., Trevisan, M., Vassio, L., Drago, I., Mellia, M., & Almeida, J. M. (2022). On network backbone extraction for modeling online collective behavior. PLoS ONE, 17(9), e0274218.
Gonçalves, E., Rocha, A., & Reis, R. (2022b). The key to knowledge: Evaluating the role of gatekeepers on regional inventive performance. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-022-09967-5
Gonçalves, L., Teixeira, C., & Pique, J. (2022a). Ruta N-fostering the innovation ecosystem of Medellín. Journal of Evolutionary Studies in Business, 7(2), 133–159.
Gould, R., & Fernandez, R. (1989). Structures of mediation: A formal approach to brokerage in transaction networks. Sociological Methodology, 66, 89–126.
Graf, H. (2011). Gatekeepers in regional networks of innovators. Cambridge Journal of Economics, 35(1), 173–198.
Graf, H., & Kalthaus, M. (2018). International research networks: Determinants of country embeddedness. Research Policy, 47(7), 1198–1214.
Guan, J., Zhang, J., & Yan, Y. (2015). The impact of multilevel networks on innovation. Research Policy, 44(3), 545–559.
Gui, Q., Liu, C., & Du, D. (2018). Does network position foster knowledge production? Evidence from international scientific collaboration network. Growth and Change, 49(4), 594–611.
Guo, M., Yang, N., Wang, J., Zhang, Y., & Wang, Y. (2021). How do structural holes promote network expansion? Technological Forecasting and Social Change, 173, 121129.
Hartmann, D., Guevara, M., Jara-Figueroa, C., Aristarán, M., & Hidalgo, C. (2017). Linking economic complexity, institutions, and income inequality. World Development, 93, 75–93.
Hartmann, D., Zagato, L., Gala, P., & Pinheiro, F. (2021). Why did some countries catch-up, while others got stuck in the middle? Stages of productive sophistication and smart industrial policies. Structural Change and Economic Dynamics, 58, 1–13.
Hausmann, R., & Hidalgo, C. (2011). The network structure of economic output. Journal of Economic Growth, 16(4), 309–342.
Heo, P. S., & Lee, D. H. (2019). Evolution patterns and network structural characteristics of industry convergence. Structural Change and Economic Dynamics, 51, 405–426.
Hidalgo, C. (2021). Economic complexity theory and applications. Nature Reviews Physics, 3(2), 92–113.
Hidalgo, C., Balland, P., Boschma, R., Delgado, M., Feldman, M., Frenken, K., Glaeser, E., He, C., Kogler, D. F., Morrison, A., Neffke, F., & Zhu, S. (2018). The principle of relatedness. In International conference on complex systems (pp. 451–457). Springer.
Hidalgo, C., & Hausmann, R. (2009). The building blocks of economic complexity. Proceedings of the National Academy of Sciences, 106(26), 10570–10575.
Jackson, M. (2005). A survey of network formation models: Stability and efficiency. In G. Demange & M. Wooders (Eds.), Group formation in economics: Networks, clubs, and coalitions (pp. 11–49). Cambridge University Press.
Jackson, M., & Wolinsky, A. (1996). A strategic model of social and economic networks. Journal of Economic Theory, 71(1), 44–74.
Jaramillo, A., Osorio, C., Jaramillo, S., & Garzik, L. (2022). Medellín innovation system. In G. Ludovit (Ed.), Successful innovation systems (pp. 127–142). Springer.
Jensen, M., Johnson, B., Lorenz, E., & Lundvall, B. A. (2007). Forms of knowledge and modes of innovation. Research Policy, 36, 680–693.
Johnson, B. (2008). Cities, systems of innovation and economic development. Innovation, 10(2–3), 146–155.
Kadlec, V., Květoň, V., Vlčková, J., Blažek, J., & Horák, P. (2022). Contrasting patterns and dynamics of patent offshoring in European regions. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-022-09968-4
Kauffeld-Monz, M., & Fritsch, M. (2013). Who are the knowledge brokers in regional systems of innovation? A multi-actor network analysis. Regional Studies, 47(5), 669–685.
Kwon, S., Rondi, E., Levin, D., De Massis, A., & Brass, D. (2020). Network brokerage: An integrative review and future research agenda. Journal of Management, 46(6), 1092–1120.
Le Gallo, J., & Plunket, A. (2020). Regional gatekeepers, inventor networks and inventive performance: Spatial and organizational channels. Research Policy, 49(5), 103981.
Lee, J. D., Lee, K., Meissner, D., Radosevic, S., & Vonortas, N. S. (2021). Local capacity, innovative entrepreneurial places and global connections: An overview. The Journal of Technology Transfer, 46, 563–573.
Li, Y., & Rigby, D. (2022). Relatedness, complexity, and economic growth in Chinese cities. International Regional Science Review, 6, 66.
Liang, K.-Y., & Zeger, S. L. (1986). Longitudinal data analysis using generalized linear models. Biometrika, 73(1), 13–22. https://doi.org/10.1093/biomet/73.1.13
Liao, Y. C., & Phan, P. H. (2016). Internal capabilities, external structural holes network positions, and knowledge creation. The Journal of Technology Transfer, 41, 1148–1167.
Lobo, J., & Strumsky, D. (2008). Metropolitan patenting, inventor agglomeration and social networks: A tale of two effects. Journal of Urban Economics, 63, 871–884.
Lundvall, B. Å., Chaminade, C. Vang, J., & Joseph, K. J. (2009). Innovation system research and developing countries. In B. Å. Lundvall, C. Chaminade, J. Vang, & K. J. Joseph (Eds.) Handbook of innovation systems and developing countries (pp. 1–32). Edward Elgar Publishing.
Lybbert, T., & Xu, M. (2022). Innovation-adjusted economic complexity and growth: Do patent flows reveal enhanced economic capabilities? Review of Development Economics, 26(1), 442–483.
Ma, H., Wei, Y. D., Dai, L., & Xu, X. (2022). The proximity and dynamics of intercity technology transfers in the Guangdong-Hong Kong–Macau Greater Bay Area: Evidence from patent transfer networks. Environment and Planning A: Economy and Space, 54(7), 1432–1449.
MacKinnon, J. G., & White, H. (1985). Some heteroscedasticity-consistent covariance matrix estimators with improved finite sample properties. Journal of Econometrics, 29(3), 305–325. https://doi.org/10.1016/0304-4076(85)90158-7
Maisonobe, M., Grossetti, M., Milard, B., Eckert, D., & Hamilton, P. (2016). The global evolution of scientific collaboration networks between cities (1999–2014): Multiple scales. Revue Française De Sociologie, 57(3), 266–287.
Makkonen, T., Merisalo, M., & Inkinen, T. (2018). Containers, facilitators, innovators? The role of cities and city employees in innovation activities. European Urban and Regional Studies, 25(1), 106–118.
Marchetti, D., Oliveira, R., & Figueira, A. (2019). Are global north smart city models capable to assess Latin American cities? A model and indicators for a new context. Cities, 92, 197–207.
Martinus, K., Sigler, T., Iacopini, I., & Derudder, B. (2021). The brokerage role of small states and territories in global corporate networks. Growth and Change, 52(1), 12–28.
Mewes, L., & Broekel, T. (2020). Technological complexity and economic growth of regions. Research Policy, 66, 104156.
Miguélez, E., & Moreno, R. (2015). Knowledge flows and the absorptive capacity of regions. Research Policy, 44(4), 833–848.
Montero, L., & García, J., (2017). “Panorama multidimensional del desarrollo urbano en América Latina y el Caribe”. ECLAC, Santiago de Chile. http://hdl.handle.net/11362/41974
Morisson, A. (2019). Knowledge gatekeepers and path development on the knowledge periphery: The case of Ruta N in Medellin, Colombia. Area Development and Policy, 4(1), 98–115.
Mowery, D., & Oxley, E. (1995). Inward technology transfer and competitiveness: The role of national innovation systems. Cambridge Journal of Economics, 19(1), 67–93.
Neal, Z. (2014). The backbone of bipartite projections: Inferring relationships from co-authorship, co-sponsorship, co-attendance and other co-behaviors. Social Networks, 39(1), 84–97.
Nepelski, D., & De Prato, G. (2015). Corporate control, location and complexity of ICT R&D: A network analysis at the city level. Urban Studies, 52(4), 721–737.
O’Kane, C., Cunningham, J. A., Menter, M., & Walton, S. (2021). The brokering role of technology transfer offices within entrepreneurial ecosystems: An investigation of macro–meso–micro factors. The Journal of Technology Transfer, 46, 1814–1844.
Obstfeld, D. (2005). Social networks, the tertius iungens orientation, and involvement in innovation. Administrative Science Quarterly, 50(1), 100–130.
Owen-Smith, J., & Powell, W. (2004). Knowledge networks as channels and conduits: The effects of Spillovers in the Boston biotechnology community. Organization Science, 15(1), 5–21.
Pain, K. & Shi, S. (2021). Cities, networks, polycentrism—Examining the place of polycentrism in spaces of flows. In Z. P. Neal, & C. Rozenblat (Eds.), Handbook of cities and networks. Research handbooks in urban studies series (pp. 493–510). Edward Elgar, Cheltenham.
Parrilli, M. D., & Alcalde Heras, H. (2016). STI and DUI innovation modes: Scientific-technological and context-specific nuances. Research Policy, 45(4), 747–756.
Pinheiro, F. L., Hartmann, D., Boschma, R., & Hidalgo, C. A. (2022). The time and frequency of unrelated diversification. Research Policy, 51(8), 104323.
Pintar, N., & Scherngell, T. (2022). The complex nature of regional knowledge production: Evidence on European regions. Research Policy, 51(8), 104170.
Quatraro, F., & Usai, S. (2017). Knowledge flows, externalities and innovation networks. Regional Studies, 51(8), 1133–1137.
Rama, C., & Cevallos, M. (2016). Nuevas dinámicas de la regionalización universitaria en América Latina. Magis, Revista Internacional De Investigación En Educación, 8(17), 99–134.
Rapini, M., Chaves, C., Albuquerque, E., Silva, L. A., Souza, S., Righi, H., & Cruz, W. (2009). University–Industry interactions in an immature system of innovation: Evidence from Minas Gerais, Brazil. Science and Public Policy, 36, 373–386.
Reis, R., Gonçalves, E., & Taveira, J. (2018). Determinants of inventive collaborations in Brazilian interregional and international networks. Revista Brasileira De Inovação, 17(2), 287–316.
Ríos-Flores, J., & Ocegueda Hernández, J. (2018). Effects of innovative capacity on the economic growth of the states in Mexico. Estudios Fronterizos, 19, e013.
Schilling, M., & Phelps, C. (2007). Interfirm collaboration networks: The impact of large-scale network structure on firm innovation. Management Science, 53(7), 1113–1126.
Sigler, T., Neal, Z., & Martinus, K. (2023). The brokerage roles of city-regions in global corporate networks. Regional Studies, 57(2), 239–250.
van der Wouden, F. (2022). Are Chinese cities getting smarter in terms of knowledge and technology they produce? World Development, 150, 105729.
van der Wouden, F., & Rigby, D. (2019). Co-inventor networks and knowledge production in specialized and diversified cities. Papers in Regional Science, 98(4), 1833–1853.
Vivona, R., Demircioglu, M. A., & Audretsch, D. B. (2023). The costs of collaborative innovation. The Journal of Technology Transfer, 48, 873–899.
Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications (vol. 8) Cambridge University Press.
Wolfe, D., & Gertler, S. (2004). Clusters from the inside and out: Local dynamics and global linkages. Urban Studies, 41(5–6), 1071–1093.
World Intellectual Property Organization (WIPO). (2018). World Intellectual Property Indicators 2018. World Intellectual Property Organization.
Yao, L., Li, J., & Li, J. (2020). Urban innovation and intercity patent collaboration: A network analysis of China’s national innovation system. Technological Forecasting and Social Change, 160, 120185.
Yoguel, G., & Robert, V. (2010). Capacities, processes, and feedbacks: The complex dynamics of development. Seoul Journal of Economics, 23(2), 187–237.
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Bianchi, C., Galaso, P. & Palomeque, S. Knowledge complexity and brokerage in inter-city networks. J Technol Transf 48, 1773–1799 (2023). https://doi.org/10.1007/s10961-023-10025-x
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DOI: https://doi.org/10.1007/s10961-023-10025-x