IDEAS home Printed from https://ideas.repec.org/a/spr/epolit/v40y2023i1d10.1007_s40888-022-00265-9.html
   My bibliography  Save this article

Exploring the entropy-complexity nexus. Evidence from Italy

Author

Listed:
  • Roberto Antonietti

    (University of Padova)

  • Chiara Burlina

    (University of Padova)

Abstract

Combining evolutionary economic geography and the recombinant knowledge approach, we test whether the level of entropy in available capabilities affects the level of a region’s economic complexity. Merging different data sources on 103 Italian NUTS-3 regions and 9 years (between 2008 and 2016), our panel regressions show that a higher level of economic complexity in a region is explained by a higher average level of entropy in the region’s capabilities. We also find this effect stronger in the northern and central regions of Italy, and it is due only to entropy in the available technologies, not in capital or skills. Using structural equation models, we show that variety of skills and relative capital endowment are indirectly linked to the level of economic complexity in Italian regions, since they first stimulate a greater technological diversification.

Suggested Citation

  • Roberto Antonietti & Chiara Burlina, 2023. "Exploring the entropy-complexity nexus. Evidence from Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 40(1), pages 257-283, April.
  • Handle: RePEc:spr:epolit:v:40:y:2023:i:1:d:10.1007_s40888-022-00265-9
    DOI: 10.1007/s40888-022-00265-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s40888-022-00265-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s40888-022-00265-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Emanuele Pugliese & Guido L Chiarotti & Andrea Zaccaria & Luciano Pietronero, 2017. "Complex Economies Have a Lateral Escape from the Poverty Trap," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-18, January.
    2. John F. Helliwell & Robert D. Putnam, 1995. "Economic Growth and Social Capital in Italy," Eastern Economic Journal, Eastern Economic Association, vol. 21(3), pages 295-307, Summer.
    3. Fontana, Magda, 2010. "Can neoclassical economics handle complexity? The fallacy of the oil spot dynamic," Journal of Economic Behavior & Organization, Elsevier, vol. 76(3), pages 584-596, December.
    4. Frank Van Oort, 2002. "Innovation and agglomeration economies in the Netherlands," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 93(3), pages 344-360, August.
    5. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    6. Feldman, Maryann P. & Audretsch, David B., 1999. "Innovation in cities:: Science-based diversity, specialization and localized competition," European Economic Review, Elsevier, vol. 43(2), pages 409-429, February.
    7. Sweet, Cassandra Mehlig & Eterovic Maggio, Dalibor Sacha, 2015. "Do Stronger Intellectual Property Rights Increase Innovation?," World Development, Elsevier, vol. 66(C), pages 665-677.
    8. Giulio Cainelli & Sandro Montresor & Giuseppe Vittucci Marzetti, 2014. "Spatial agglomeration and firm exit: a spatial dynamic analysis for Italian provinces," Small Business Economics, Springer, vol. 43(1), pages 213-228, June.
    9. Beata S. Javorcik & Alessia Lo Turco & Daniela Maggioni, 2018. "New and Improved: Does FDI Boost Production Complexity in Host Countries?," Economic Journal, Royal Economic Society, vol. 128(614), pages 2507-2537, September.
    10. Antonietti, Roberto & Franco, Chiara, 2021. "From FDI to economic complexity: a panel Granger causality analysis," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 225-239.
    11. Matthieu Cristelli & Andrea Gabrielli & Andrea Tacchella & Guido Caldarelli & Luciano Pietronero, 2013. "Measuring the Intangibles: A Metrics for the Economic Complexity of Countries and Products," PLOS ONE, Public Library of Science, vol. 8(8), pages 1-20, August.
    12. Fonseca, Tiago & de Faria, Pedro & Lima, Francisco, 2019. "Human capital and innovation: the importance of the optimal organizational task structure," Research Policy, Elsevier, vol. 48(3), pages 616-627.
    13. Antonietti, Roberto & Cainelli, Giulio & Lupi, Claudio, 2013. "Vertical disintegration and spatial co-localization: The case of Kibs in the metropolitan region of Milan," Economics Letters, Elsevier, vol. 118(2), pages 360-363.
    14. Giorgio Calcagnini & Francesco Perugini, 2019. "Income distribution dynamics among Italian provinces. The role of Bank Foundations," Applied Economics, Taylor & Francis Journals, vol. 51(29), pages 3198-3211, June.
    15. Anna Missiaia, 2019. "One market fits all? Market access and the origins of the Italian north–south divide," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 6(1), pages 92-100, January.
    16. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    17. Raffaele Paci & Stefano Usai, 2000. "The Role of Specialisation and Diversity Externalities in the Agglomeration of Innovative Activities," Rivista italiana degli economisti, Società editrice il Mulino, issue 2, pages 237-268.
    18. Antonio Accetturo & Valter Di Giacinto & Giacinto Micucci & Marcello Pagnini, 2018. "Geography, productivity, and trade: Does selection explain why some locations are more productive than others?," Journal of Regional Science, Wiley Blackwell, vol. 58(5), pages 949-979, November.
    19. Teresa Farinha & Pierre-Alexandre Balland & Andrea Morrison & Ron Boschma, 2019. "What drives the geography of jobs in the US? Unpacking relatedness," Industry and Innovation, Taylor & Francis Journals, vol. 26(9), pages 988-1022, October.
    20. Antonelli, Cristiano & Krafft, Jackie & Quatraro, Francesco, 2010. "Recombinant knowledge and growth: The case of ICTs," Structural Change and Economic Dynamics, Elsevier, vol. 21(1), pages 50-69, March.
    21. Quatraro, Francesco, 2010. "Knowledge coherence, variety and economic growth: Manufacturing evidence from Italian regions," Research Policy, Elsevier, vol. 39(10), pages 1289-1302, December.
    22. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    23. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    24. Maria Francesca Cracolici & Miranda Cuffaro & Peter Nijkamp, 2007. "Geographical Distribution of Unemployment: An Analysis of Provincial Differences in Italy," Growth and Change, Wiley Blackwell, vol. 38(4), pages 649-670, December.
    25. Kemp-Benedict, Eric, 2014. "An interpretation and critique of the Method of Reflections," MPRA Paper 60705, University Library of Munich, Germany.
    26. Pierre-Alexandre Balland & Cristian Jara-Figueroa & Sergio G. Petralia & Mathieu P. A. Steijn & David L. Rigby & César A. Hidalgo, 2020. "Complex economic activities concentrate in large cities," Nature Human Behaviour, Nature, vol. 4(3), pages 248-254, March.
    27. Sam Tavassoli & Nunzia Carbonara, 2014. "The role of knowledge variety and intensity for regional innovation," Small Business Economics, Springer, vol. 43(2), pages 493-509, August.
    28. Paolo Guerrieri & Simona Iammarino, 2007. "Dynamics of Export Specialization in the Regions of the Italian Mezzogiorno: Persistence and Change," Regional Studies, Taylor & Francis Journals, vol. 41(7), pages 933-948.
    29. Francesco Quatraro, 2016. "Co-evolutionary Patterns in Regional Knowledge Bases and Economic Structure: Evidence from European Regions," Regional Studies, Taylor & Francis Journals, vol. 50(3), pages 513-539, March.
    30. Felipe, Jesus & Kumar, Utsav & Abdon, Arnelyn & Bacate, Marife, 2012. "Product complexity and economic development," Structural Change and Economic Dynamics, Elsevier, vol. 23(1), pages 36-68.
    31. Frank Neffke & Matté Hartog & Ron Boschma & Martin Henning, 2018. "Agents of Structural Change: The Role of Firms and Entrepreneurs in Regional Diversification," Economic Geography, Taylor & Francis Journals, vol. 94(1), pages 23-48, January.
    32. Lydia Greunz, 2004. "Industrial structure and innovation - evidence from European regions," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 563-592, December.
    33. Bjørn Asheim & Ron Boschma & Philip Cooke, 2011. "Constructing Regional Advantage: Platform Policies Based on Related Variety and Differentiated Knowledge Bases," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 893-904.
    34. Christian Reynolds & Manju Agrawal & Ivan Lee & Chen Zhan & Jiuyong Li & Phillip Taylor & Tim Mares & Julian Morison & Nicholas Angelakis & Göran Roos, 2018. "A sub-national economic complexity analysis of Australia’s states and territories," Regional Studies, Taylor & Francis Journals, vol. 52(5), pages 715-726, May.
    35. Ferrarini, Benno & Scaramozzino, Pasquale, 2016. "Production complexity, adaptability and economic growth," Structural Change and Economic Dynamics, Elsevier, vol. 37(C), pages 52-61.
    36. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    37. Alessandra Colombelli, 2016. "The impact of local knowledge bases on the creation of innovative start-ups in Italy," Post-Print halshs-01340050, HAL.
    38. Roberto Antonietti & Sandro Montresor, 2021. "Going beyond Relatedness: Regional Diversification Trajectories and Key Enabling Technologies (KETs) in Italian Regions," Economic Geography, Taylor & Francis Journals, vol. 97(2), pages 187-207, March.
    39. Roberto Antonietti & Chiara Burlina, 2021. "Assessing the role of entropy on economic complexity in Italian regions," Chapters, in: Iréne Bernhard & Urban Gråsjö & Charlie Karlsson (ed.), Unlocking Regional Innovation and Entrepreneurship, chapter 7, pages 133-156, Edward Elgar Publishing.
    40. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, April.
    41. Iammarino, Simona & Guy, Frederick & Filippetti, Andrea, 2019. "Regional disparities in the effect of training on employment," LSE Research Online Documents on Economics 87466, London School of Economics and Political Science, LSE Library.
    42. Kang-Kook Lee & Trung V. Vu, 2020. "Economic complexity, human capital and income inequality: a cross-country analysis," The Japanese Economic Review, Springer, vol. 71(4), pages 695-718, October.
    43. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    44. Valentina Giannini & Donato Iacobucci & Francesco Perugini, 2019. "Local variety and innovation performance in the EU textile and clothing industry," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(8), pages 841-857, November.
    45. Fl'avio L. Pinheiro & Aamena Alshamsi & Dominik Hartmann & Ron Boschma & C'esar A. Hidalgo, 2018. "Shooting High or Low: Do Countries Benefit from Entering Unrelated Activities?," Papers 1801.05352, arXiv.org, revised Mar 2018.
    46. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    47. Lydia Greunz, 2004. "Industrial structure and innovation," ULB Institutional Repository 2013/9461, ULB -- Universite Libre de Bruxelles.
    48. Roberto Antonietti & Giulio Cainelli, 2011. "The role of spatial agglomeration in a structural model of innovation, productivity and export: a firm-level analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 577-600, June.
    49. Roberto Cellini & Gianpiero Torrisi, 2014. "Regional Resilience in Italy: A Very Long-Run Analysis," Regional Studies, Taylor & Francis Journals, vol. 48(11), pages 1779-1796, November.
    50. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    51. Pierre-Alexandre Balland, 2017. "Economic Geography in R: Introduction to the EconGeo package," Papers in Evolutionary Economic Geography (PEEG) 1709, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2017.
    52. A. Nifo & G. Vecchione, 2015. "Measuring Institutional Quality in Italy," Rivista economica del Mezzogiorno, Società editrice il Mulino, issue 1-2, pages 157-182.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Roberto Antonietti & Chiara Burlina, 2019. "From variety to economic complexity: empirical evidence from Italian regions," Papers in Evolutionary Economic Geography (PEEG) 1930, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Oct 2019.
    2. Antonietti, Roberto & Franco, Chiara, 2021. "From FDI to economic complexity: a panel Granger causality analysis," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 225-239.
    3. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    4. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    5. Gnangnon, Sèna Kimm, 2022. "Effect of the utilization of non-reciprocal trade preferences offered by the QUAD countries on beneficiary countries' economic complexity," Journal of the Japanese and International Economies, Elsevier, vol. 65(C).
    6. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(3).
    7. Trung V. Vu, 2022. "Does institutional quality foster economic complexity? The fundamental drivers of productive capabilities," Empirical Economics, Springer, vol. 63(3), pages 1571-1604, September.
    8. Zoran Utkovski & Melanie F Pradier & Viktor Stojkoski & Fernando Perez-Cruz & Ljupco Kocarev, 2018. "Economic complexity unfolded: Interpretable model for the productive structure of economies," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-24, August.
    9. Penny Mealy & Diane Coyle, 2022. "To them that hath: economic complexity and local industrial strategy in the UK," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 29(2), pages 358-377, April.
    10. Tom Broekel & Rune Dahl Fitjar & Silje Haus-Reve, 2021. "The roles of diversity, complexity, and relatedness in regional development – What does the occupational perspective add?," Papers in Evolutionary Economic Geography (PEEG) 2135, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2021.
    11. F. Colozza & R. Boschma & A. Morrison & C. Pietrobelli, 2021. "The importance of global value chains and regional capabilities for the economic complexity of EU-regions," Papers in Evolutionary Economic Geography (PEEG) 2139, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Dec 2021.
    12. Antonios Garas & Sophie Guthmuller & Athanasios Lapatinas, 2021. "The development of nations conditions the disease space," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-35, January.
    13. Wonsub Eum & Jeong‐Dong Lee, 2022. "Alternative paths of diversification for developing countries," Review of Development Economics, Wiley Blackwell, vol. 26(4), pages 2336-2355, November.
    14. Ibolya Török & József Benedek & Manuel Gómez-Zaldívar, 2022. "Quantifying Subnational Economic Complexity: Evidence from Romania," Sustainability, MDPI, vol. 14(17), pages 1-22, August.
    15. Carbonara , Nunzia & Tavassoli, Sam, 2013. "The Role of Knowledge Heterogeneity on the Innovative Capability of Industrial Districts," Papers in Innovation Studies 2013/35, Lund University, CIRCLE - Centre for Innovation Research.
    16. Dominik Hartmann & Flavio L. Pinheiro, 2022. "Economic complexity and inequality at the national and regional level," Papers 2206.00818, arXiv.org, revised Jun 2022.
    17. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    18. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    19. C'esar A. Hidalgo, 2022. "The Policy Implications of Economic Complexity," Papers 2205.02164, arXiv.org, revised Aug 2023.
    20. Ben Saad, Myriam & Brahim, Mariem & Schaffar, Alexandra & Guesmi, Khaled & Ben Saad, Rym, 2023. "Economic complexity, diversification and economic development: The strategic factors," Research in International Business and Finance, Elsevier, vol. 64(C).

    More about this item

    Keywords

    Capabilities; Economic complexity; Entropy; Regional development; Variety;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:epolit:v:40:y:2023:i:1:d:10.1007_s40888-022-00265-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.