Can innovation predict regional resilience? An econometric exploration of Brazilian municipalities during the Covid-19 pandemic

Authors

DOI:

https://doi.org/10.5585/2024.24738

Keywords:

regional resilience, innovation, shock, logistic regression, Covid-19

Abstract

Objective: This article examines the relationship between innovation and regional economic resilience in an emerging economy.

Method: This is a quantitative and descriptive research that uses a logistic regression based on socio-economic indicators of the 101 most populous Brazilian municipalities and considers regional resilience through employment data.

Originality/relevance: Although innovation has been identified as a source of regional economic resilience, the context of emerging economies has often been overlooked, resulting in a narrow view of this relationship.

Results: The findings show that innovation did not act as a classification variable for (non‑)resilient regions. Municipalities characterized by greater proximity to ports, greater per capita Internet access, and the presence of technology parks showed less resilience during the Covid-19 pandemic compared to the national average performance, which is counterintuitive. In addition, a positive relationship was found between lower tax burden and regional resilience.

Theoretical contribution: The empirical research conducted helps to understand the specific impact of a crisis such as the pandemic in an emerging economy. The results also suggest that innovation is not a sufficient condition for regional resilience in the short run.

Practical contributions: The article points to the need to strengthen innovation capacities in regions of an emerging economy, which, if underdeveloped, are unable to act as an immune system in the face of a pandemic shock.

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Author Biographies

Luiz Fernando Câmara Viana, Federal Institute of Brasília (IFB) / Brasília, Federal District

Ph.D. in Business Management. Federal Institute of Brasília (IFB). Brasília, Federal District – Brazil

Valmir Emil Hoffmann, Federal University of Santa Catarina (UFSC) / Florianópolis, Santa Catarina

Ph.D. in Business Management. Federal University of Santa Catarina (UFSC). Florianópolis, Santa Catarina – Brazil

Hugo Pinto, University of Algarve (UAlg) / Faro, Algarve – Portugal

Ph.D. in Economics – Knowledge and Innovation. University of Algarve (UAlg). Faro, Algarve – Portugal

References

Altman, D. G., & Bland, J. M. (1994a). Statistics notes: diagnostic tests 1: sensitivity and specificity. British Medical Journal, 308(6943), 1552. https://doi.org/10.1136/bmj.308.6943.1552

Altman, D. G., & Bland, J. M. (1994b). Statistics notes: diagnostic tests 2: predictive values. British Medical Journal, 309(6947), 102. https://doi.org/10.1136/bmj.309.6947.102

Arancegui, M. N., Martíns, J. J. G., Rodríguez, S. F., & Alonso, A. M. (2012). Territorial benchmarking methodology: the need to identify reference regions. In P. Cooke, M. D. Parrilli, & J. L. Curbelo (Eds.), Innovation, global change and territorial resilience. Edward Elgar Publishing.

Arbolino, R., & Di Caro, P. (2021). Can the EU funds promote regional resilience at time of Covid-19? Insights from the Great Recession. Journal of Policy Modeling, 43(1), 109–126. https://doi.org/10.1016/j.jpolmod.2020.10.001

Archibugi, D., & Filippetti, A. (2011). Is the economic crisis impairing convergence in innovation performance across Europe? Journal of Common Market Studies, 49(6), 1153–1182. https://doi.org/10.1111/j.1468-5965.2011.02191.x

Barnier, J., Briatte, F., & Larmarange, J. (2022). questionr: functions to make surveys processing easier. https://cran.r-project.org/package=questionr

Bathelt, H., Munro, A. K., & Spigel, B. (2013). Challenges of transformation: innovation, re-bundling and traditional manufacturing in Canada’s Technology Triangle. Regional Studies, 47(7), 1111–1130. https://doi.org/10.1080/00343404.2011.602058

Bell, D. N. F., & Eiser, D. (2016). Migration and fiscal policy as factors explaining the labour-market resilience of UK regions to the Great Recession. Cambridge Journal of Regions, Economy and Society, 9(1), 197–215. https://doi.org/10.1093/cjres/rsv029

Bendel, R. B., & Afifi, A. A. (1977). Comparison of stopping rules in forward “stepwise” regression. Journal of the American Statistical Association, 72(357), 46–53. https://doi.org/10.2307/2286904

Brasil. Ministério da Economia. (2022). Novo CAGED. http://pdet.mte.gov.br/novo-caged

Brasil. Ministério da Economia. (2023). Relação Anual de Informações Sociais (RAIS). https://bi.mte.gov.br/bgcaged

Bristow, G., & Healy, A. (2018). Innovation and regional economic resilience: an exploratory analysis. The Annals of Regional

Science, 60(2), 265–284. https://doi.org/10.1007/s00168-017-0841-6

Caballini, C., Ghiara, H., & Persico, L. (2022). Analysis of the impacts of COVID-19 on selected categories of goods passing through the ports of Genoa and Savona, Italy. Case Studies on Transport Policy, 10(2), 851–869. https://doi.org/10.1016/j.cstp.2022.03.002

Calignano, G., & De Siena, L. (2020). Does innovation drive economic resistance? Not in Italy, at least! Rivista Geografica Italiana, 3, 31–49. https://doi.org/10.3280/RGI2020-003002

Cefis, E., Bartoloni, E., & Bonati, M. (2020). Show me how to live: firms’ financial conditions and innovation during the crisis. Structural Change and Economic Dynamics, 52, 63–81. https://doi.org/10.1016/j.strueco.2019.10.001

Chernova, O. A., & Gridnev, D. S. (2023). Resilience of Russian regions in the face of COVID-19. Regional Statistics, 13(1), 76–93. https://doi.org/10.15196/RS130104

Christopherson, S., Michie, J., & Tyler, P. (2010). Regional resilience: theoretical and empirical perspectives. Cambridge Journal of Regions, Economy and Society, 3(1), 3–10. https://doi.org/10.1093/cjres/rsq004

Clark, J., Huang, H.-I., & Walsh, J. P. (2010). A typology of “innovation districts”: what it means for regional resilience. Cambridge Journal of Regions, Economy and Society, 3(1), 121–137. https://doi.org/10.1093/cjres/rsp034

Crescenzi, R., Luca, D., & Milio, S. (2016). The geography of the economic crisis in Europe: National macroeconomic conditions, regional structural factors and short-term economic performance. Cambridge Journal of Regions, Economy and Society, 9(1), 13–32. https://doi.org/10.1093/cjres/rsv031

David, L. (2018). Agency and resilience in the time of regional economic crisis. European Planning Studies, 26(5), 1041–1059. https://doi.org/10.1080/09654313.2018.1448754

Davies, S. (2011). Regional resilience in the 2008-2010 downturn: comparative evidence from European countries. Cambridge Journal of Regions, Economy and Society, 4(3), 369–382. https://doi.org/10.1093/cjres/rsr019

Davoudi, S. (2012). Resilience: a bridging concept or a dead end? Planning Theory & Practice, 13(2), 299–333. https://doi.org/10.1080/14649357.2012.677124

Di Caro, P. (2017). Testing and explaining economic resilience with an application to Italian regions. Papers in Regional Science, 96(1), 93–113. https://doi.org/10.1111/pirs.12168

Díez-Vial, I., & 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/https://doi.org/10.1016/j.technovation.2015.09.001

Diodato, D., & Weterings, A. B. R. (2015). The resilience of regional labour markets to economic shocks: exploring the role of interactions among firms and workers. Journal of Economic Geography, 15(4), 723–742. https://doi.org/10.1093/jeg/lbu030

Doran, J., & Fingleton, B. (2018). US Metropolitan Area Resilience: Insights from dynamic spatial panel estimation. Environment and Planning A, 50(1), 111–132. https://doi.org/10.1177/0308518X17736067

Du, Z., Zhang, H., Ye, Y., Jin, L., & Xu, Q. (2019). Urban shrinkage and growth: measurement and determinants of economic resilience in the Pearl River Delta. Journal of Geographical Sciences, 29(8), 1331–1345. https://doi.org/10.1007/s11442-019-1662-6

Duschl, M. (2016). Firm dynamics and regional resilience: an empirical evolutionary perspective. Industrial and Corporate Change, 25(5), 867–883. https://doi.org/10.1093/icc/dtw031

Enap. (2022). Índice de cidades empreendedoras: Dados abertos. https://ice.enap.gov.br/opendata

Eraydin, A. (2016a). Attributes and characteristics of regional resilience: defining and measuring the resilience of Turkish regions. Regional Studies, 50(4), 600–614. https://doi.org/10.1080/00343404.2015.1034672

Eraydin, A. (2016b). The role of regional policies along with the external and endogenous factors in the resilience of regions. Cambridge Journal of Regions, Economy and Society, 9(1), 217–234. https://doi.org/10.1093/cjres/rsv026

Esteves, K., & Feldmann, P. R. (2016). Why Brazil does not innovate: a comparison among nations. Revista de Administração e Inovação, 13(1), 29–38. https://doi.org/10.11606/rai.v13i1.110635

Evenhuis, E. (2017). New directions in researching regional economic resilience and adaptation. Geography Compass, 11(11), e12333. https://doi.org/https://doi.org/10.1111/gec3.12333

Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27, 861–874. https://doi.org/10.1016/j.patrec.2005.10.010

Fernandes, A. A. T., Figueiredo Filho, D. B., Rocha, E. C. da, & Nascimento, W. da S. (2020). Read this paper if you want to learn logistic regression. Revista de Sociologia e Política, 28(74), e006. https://doi.org/10.1590/1678-987320287406en

Ferrão, J., Pinto, H., Caldas, J. M. C., & Carmo, R. M. do. (2023). Vulnerabilidades territoriais, pandemia e emprego: Uma análise exploratória de perfis socioeconómicos municipais e impactos da COVID-19 em Portugal. Revista Portuguesa de Estudos Regionais, 63, 161–182.

Field, Z., Field, A., Miles, J., & Field, Z. (2012). Discovering statistics using R. SAGE Publications. https://doi.org/10.5860/choice.50-2114

Filippetti, A., Gkotsis, P., Vezzani, A., & Zinilli, A. (2020). Are innovative regions more resilient? Evidence from Europe in 2008–2016. Economia Politica, 37(3), 807–832. https://doi.org/10.1007/s40888-020-00195-4

Fox, J. (2016). Applied regression analysis and generalized linear models (3rd ed.). Sage Publications.

Fox, J., & Weisberg, S. (2019). An {R} companion to applied regression (3rd ed.). SAGE Publications.

Fröhlich, K., & Hassink, R. (2018). Regional resilience: a stretched concept?*. European Planning Studies, 26(9), 1763–1778. https://doi.org/10.1080/09654313.2018.1494137

Giannakis, E., & Bruggeman, A. (2017). Determinants of regional resilience to economic crisis: a European perspective. European Planning Studies, 25(8), 1394–1415. https://doi.org/10.1080/09654313.2017.1319464

Gong, H., Hassink, R., Tan, J., & Huang, D. (2020). Regional resilience in times of a pandemic crisis: the Case of COVID-19 in China. Tijdschrift Voor Economische En Sociale Geografie, 111(3), 497–512. https://doi.org/10.1111/tesg.12447

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2018). Multivariate data analysis (8th ed.). Cengage Learning. https://doi.org/10.1002/9781119409137.ch4

Holl, A., & Rama, R. (2016). Persistence of innovative activities in times of crisis: the case of the Basque Country. European Planning Studies, 24(10), 1863–1883. https://doi.org/10.1080/09654313.2016.1204426

Hosmer, D. W., & Lemeshow, S. (2000). Applied logistic regression (2nd ed.). John Wiley & Sons.

Hu, X., Li, L., & Dong, K. (2022). What matters for regional economic resilience amid COVID-19? Evidence from cities in Northeast

China. Cities, 120, 103440. https://doi.org/10.1016/j.cities.2021.103440

IBGE – Instituto Brasileiro de Geografia e Estatística. (2022). População: Estimativas da popuçação. https://www.ibge.gov.br/estatisticas/sociais/populacao.html

Kahn, K. B. (2018). Understanding innovation. Business Horizons, 61(3), 453–460. https://doi.org/10.1016/j.bushor.2018.01.011

King, G., & Zeng, L. (2001). Logistic regression in rare events data. Political Analysis, 9(2), 137–163. https://doi.org/10.1093/oxfordjournals.pan.a004868

Lagravinese, R. (2015). Economic crisis and rising gaps North-South: Evidence from the Italian regions. Cambridge Journal of Regions, Economy and Society, 8(2), 331–342. https://doi.org/10.1093/cjres/rsv006

Lele, S. R., Keim, J. L., & Solymos, P. (2019). ResourceSelection: resource selection (probability) functions for use-availability data. https://cran.r-project.org/package=ResourceSelection

Li, L., Zhang, P., & Li, X. (2019). Regional economic resilience of the old industrial bases in China - a case study of Liaoning Province. Sustainability, 11(3), 723. https://doi.org/10.3390/su11030723

Martin, R. (2012). Regional economic resilience, hysteresis and recessionary shocks. Journal of Economic Geography, 12(1), 1–32. https://doi.org/10.1093/jeg/lbr019

Martin, R., & Gardiner, B. (2019). The resilience of cities to economic shocks: a tale of four recessions (and the challenge of Brexit). Papers in Regional Science, 98(4), 1801–1832. https://doi.org/10.1111/pirs.12430

Martin, R., & Sunley, P. (2015). On the notion of regional economic resilience: conceptualization and explanation. Journal of Economic Geography, 15(1), 1–42. https://doi.org/10.1093/jeg/lbu015

Martin, R., & Sunley, P. (2020). Regional economic resilience: evolution and evaluation. In G. Bristow & A. Healy (Eds.), Handbook on regional economic resilience (pp. 10–35). Edward Elgar Publishing.

Martin, R., Sunley, P., Gardiner, B., & Tyler, P. (2016). How regions react to recessions: resilience and the role of economic structure. Regional Studies, 50(4), 561–585. https://doi.org/10.1080/00343404.2015.1136410

Miranda, N. da S. J., & Hoffmann, V. E. (2021). Regional resilience: a bibliometric study from the Web of Science. Gestão & Regionalidade, 37(111), 23–41. https://doi.org/10.13037/gr.vol37n111.6093

Miranda, N. da S. J., Hoffmann, V. E., & Filgueiras, R. C. (2023). How does a region react to different types of shocks? The case of a Brazilian T&C industrial region. Innovation and Management Review, 20(2), 103–118. https://doi.org/10.1108/INMR-11-2021-0214

Miranda, N. da S. J., Viana, L. F. C., Carneiro, D. K. de O., Filgueiras, R. C., & Goulart, G. da S. (2022). Initial actions of the Brazilian regional innovation ecosystem against the COVID-19 pandemic. International Journal of Innovation, 10(2), 291–318. https://doi.org/10.5585/iji.10i2.21576

Muštra, V., Šimundić, B., & Kuliš, Z. (2020). Does innovation matter for regional labour resilience? The case of EU regions. Regional Science Policy and Practice, 12(5), 949–964. https://doi.org/10.1111/rsp3.12348

Nelson, R. R., & Winter, S. G. (1982). An evolutionary theory of economic change. The Belknap Press of Harvard University Press. https://doi.org/10.2307/2232409

Nemlioglu, I., & Mallick, S. (2021). Effective innovation via better management of firms: The role of leverage in times of crisis. Research Policy, 50(7), 104259. https://doi.org/10.1016/j.respol.2021.104259

Notteboom, T., Pallis, T., & Rodrigue, J. P. (2021). Disruptions and resilience in global container shipping and ports: the COVID-19 pandemic versus the 2008–2009 financial crisis. Maritime Economics and Logistics, 23, 179–210. https://doi.org/10.1057/s41278-020-00180-5

OECD. (2018). Oslo Manual 2018: guidelines for collecting, reporting and using data on innovation (4th ed.). OECD Publishing. https://doi.org/10.1787/9789264304604-en

ONU. (2015). Agenda 2030. Organização das Nações Unidas (ONU). https://nacoesunidas.org/pos2015/agenda2030/

Pinto, H., & Guerreiro, A. (2019). Resilience, innovation, and knowledge transfer. In The Role of Knowledge Transfer in Open

Innovation (pp. 281–299). IGI Global. https://doi.org/10.4018/978-1-5225-5849-1.ch014

Pinto, H., Healy, A., & Cruz, A. R. (2019). Varieties of capitalism and resilience clusters: An exploratory approach to European regions. Regional Science Policy & Practice, 11(6), 913–933. https://doi.org/https://doi.org/10.1111/rsp3.12183

R Core Team. (2021). R: a language and environment for statistical computing. https://www.r-project.org/

Revelle, W. (2021). psych: procedures for psychological, psychometric, and personality research. https://cran.r-project.org/package=psych

Rios, V., & Gianmoena, L. (2020). The link between quality of government and regional resilience in Europe. Journal of Policy Modeling, 42(5), 1064–1084. https://doi.org/10.1016/j.jpolmod.2020.02.005

Rizzi, P., Graziano, P., & Dallara, A. (2018). A capacity approach to territorial resilience: the case of European regions. Annals of Regional Science, 60(2), 285–328. https://doi.org/10.1007/s00168-017-0854-1

Robin, X., Turck, N., Hainard, A., Tiberti, N., Lisacek, F., Sanchez, J.-C., & Müller, M. (2011). pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinformatics, 12, 77.

Romão, J. (2020). Tourism, smart specialisation, growth, and resilience. Annals of Tourism Research, 84(June), 102995. https://doi.org/10.1016/j.annals.2020.102995

RStudio Team. (2022). RStudio: Integrated Development Environment for R. http://www.rstudio.com/

Ryu, C. (2022). dlookr: Tools for Data Diagnosis, Exploration, Transformation. https://cran.r-project.org/package=dlookr

Sargento, A., & Lopes, A. S. (2023). Territorial resilience on the aftermaths of COVID‐19 crisis—An exploratory analysis on the role of innovation. Regional Science Policy & Practice. https://doi.org/10.1111/rsp3.12697

Schumpeter, J. A. (1934). The fundamental phenomenon of economic development. In The theory of economic development (2nd ed.). Harvard University Press.

Sensier, M., Bristow, G., & Healy, A. (2016). Measuring regional economic resilience across Europe: operationalizing a complex concept. Spatial Economic Analysis, 11(2), 128–151. https://doi.org/10.1080/17421772.2016.1129435

Simmie, J. (2014). Regional economic resilience: a Schumpeterian perspective. Raumforschung Und Raumordnung, 72(2), 103–116. https://doi.org/10.1007/s13147-014-0274-y

Simmie, J., & Martin, R. (2010). The economic resilience of regions: Towards an evolutionary approach. Cambridge Journal of Regions, Economy and Society, 3(1), 27–43. https://doi.org/10.1093/cjres/rsp029

Stognief, N., Walk, P., Schöttker, O., & Oei, P.-Y. (2019). Economic resilience of German lignite regions in transition. Sustainability,

(21), 5991. https://doi.org/10.3390/su11215991

Sunley, P. (2013). Innovation, global change and territorial resilience. Regional Studies, 47(4), 644–645. https://doi.org/10.1080/00343404.2013.781754

Sutton, J., Arcidiacono, A., Torrisi, G., & Arku, R. N. (2023). Regional economic resilience: A scoping review. Progress in Human Geography, 47(4), 500–532. https://doi.org/10.1177/03091325231174183

Tabachnick, B. G., & Fidell, L. S. (2013). Using multivariate statistics (6th ed.). Pearson.

Tupy, I. S., Silva, F. F., Amaral, P. V. M., & Cavalcante, A. T. M. (2021). The spatial features of recent crises in a developing country: analysing regional economic resilience for the Brazilian case. Regional Studies, 55(4), 693–706. https://doi.org/10.1080/00343404.2020.1851025

Tuysuz, S., Baycan, T., & Altuğ, F. (2022). Economic impact of the COVID-19 outbreak in Turkey: Analysis of vulnerability and resilience of regions and diversely affected economic sectors. Asia-Pacific Journal of Regional Science, 6(3), 1133–1158. https://doi.org/10.1007/s41685-022-00255-6

van Aswegen, M., & Retief, F. P. (2020). The role of innovation and knowledge networks as a policy mechanism towards more resilient peripheral regions. Land Use Policy, 90, 104259. https://doi.org/10.1016/j.landusepol.2019.104259

Viana, L. F. C., Hoffmann, V. E., & Miranda, N. da S. J. (2023). Regional resilience and innovation: Paper profiles and research agenda. Innovation & Management Review, 20(2), 119–131. https://doi.org/10.1108/INMR-11-2021-0225

Walther, O., Schulz, C., & Dörry, S. (2011). Specialised international financial centres and their crisis resilience: the case of Luxembourg. Geographische Zeitschrift, 99(2–3), 123–142.

Wang, X., & Li, M. (2022). Determinants of regional economic resilience to economic crisis: Evidence from Chinese economies. Sustainability, 14(2), 809. https://doi.org/10.3390/su14020809

Wenzel, M., Stanske, S., & Lieberman, M. B. (2020). Strategic responses to crisis. Strategic Management Journal, 42(2), 16–27. https://doi.org/10.1002/smj.3161

Wickham, H., Averick, M., Bryan, J., Chang, W., McGowan, L. D., François, R., Grolemund, G., Hayes, A., Henry, L., Hester, J., Kuhn, M., Pedersen, T. L., Miller, E., Bache, S. M., Müller, K., Ooms, J., Robinson, D., Seidel, D. P., Spinu, V., … Yutani, H. (2019). Welcome to the tidyverse. Journal of Open Source Software, 4(43), 1686. https://doi.org/10.21105/joss.01686

Wolfe, D. A. (2010). The strategic management of core cities: path dependence and economic adjustment in resilient regions. Cambridge Journal of Regions, Economy and Society, 3(1), 139–152. https://doi.org/10.1093/cjres/rsp032

Xu, L., Yang, S., Chen, J., & Shi, J. (2021). The effect of COVID-19 pandemic on port performance: Evidence from China. Ocean & Coastal Management, 209, 105660. https://doi.org/10.1016/j.ocecoaman.2021.105660

Ženka, J., Slach, O., & Pavlík, A. (2019). Economic resilience of metropolitan, old industrial, and rural regions in two subsequent recessionary shocks. European Planning Studies, 27(11), 2288–2311. https://doi.org/10.1080/09654313.2019.1638346

Published

02.04.2024

How to Cite

Câmara Viana, L. F., Hoffmann, V. E., & Pinto, H. (2024). Can innovation predict regional resilience? An econometric exploration of Brazilian municipalities during the Covid-19 pandemic. International Journal of Innovation, 12(1), e24738. https://doi.org/10.5585/2024.24738

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