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Economic complexity at subnational level: A consistency analysis

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  • Wenli Du
  • Andrea Zaccaria

Abstract

Several network-based measures have been proposed to assess the economic complexity of countries. These measures have provided important insights into national economic development, and they are now widely applied at the subnational level as well. Here, we show that such applications lead to inconsistent results, in the sense that the estimated complexity of the same product appears to depend on methodological details such as the geographical scale of analysis. Building on these findings, we propose a measure of territorial economic complexity based on an exogenous and extensive computation. We show that these methodological choices yield estimates that are more consistent and more strongly aligned with standard economic indicators, such as GDP per capita and employment.

Suggested Citation

  • Wenli Du & Andrea Zaccaria, 2026. "Economic complexity at subnational level: A consistency analysis," Papers 2606.26966, arXiv.org.
  • Handle: RePEc:arx:papers:2606.26966
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    References listed on IDEAS

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    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. Matthieu Cristelli & Andrea Tacchella & Luciano Pietronero, 2015. "The Heterogeneous Dynamics of Economic Complexity," PLOS ONE, Public Library of Science, vol. 10(2), pages 1-15, February.
    3. 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).
    4. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    5. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    6. repec:osf:socarx:2gw9c_v1 is not listed on IDEAS
    7. 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).
    8. Felipe Orsolin Teixeira & Fabricio Jose Missio & Ricardo Dathein, 2022. "Economic complexity, structural transformation and economic growth in a regional context: Evidence for Brazil," PSL Quarterly Review, Economia civile, vol. 75(300), pages 63-79.
    9. 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.
    10. Angelica Sbardella & Emanuele Pugliese & Andrea Zaccaria & Pasquale Scaramozzino, 2018. "The role of complex analysis in modeling economic growth," Papers 1808.10428, arXiv.org.
    11. Ivanova, Inga & Strand, Øivind & Kushnir, Duncan & Leydesdorff, Loet, 2017. "Economic and technological complexity: A model study of indicators of knowledge-based innovation systems," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 77-89.
    12. Abhijit Chakraborty & Hiroyasu Inoue & Yoshi Fujiwara, 2020. "Economic complexity of prefectures in Japan," Papers 2002.05785, arXiv.org, revised Aug 2020.
    13. Zhuoming Ren & Wenli Du & Ziyi Zhao & Li Zhao & Tongfeng Weng, 2024. "Strategies for selecting trading partners based on economic complexity of international trade networks: A comparison between Chinese and the US markets," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    14. 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.
    15. Antonio Russo & Pasquale Scaramozzino & Andrea Zaccaria, 2025. "A job-based assessment of economic complexity: from hidden to revealed," Papers 2507.05846, arXiv.org.
    16. Bishop, Alex & Mateos-Garcia, Juan, 2019. "Exploring the Link Between Economic Complexity and Emergent Economic Activities," National Institute Economic Review, National Institute of Economic and Social Research, vol. 249, pages 47-58, August.
    17. Ibrahim Tuğrul Çınar & Ilhan Korkmaz & Tüzin Baycan, 2022. "Regions’ economic fitness and sectoral labor productivity: Evidence from Turkey," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(3), pages 575-598, June.
    18. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    19. 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, December.
    20. repec:plo:pone00:0113470 is not listed on IDEAS
    21. Vito D. P. Servedio & Paolo Butt`a & Dario Mazzilli & Andrea Tacchella & Luciano Pietronero, 2018. "A new and stable estimation method of country economic fitness and product complexity," Papers 1807.10276, arXiv.org, revised Oct 2018.
    22. Fritz, Benedikt & Manduca, Robert, 2021. "The Economic Complexity of US Metropolitan Areas," SocArXiv 2gw9c, Center for Open Science.
    23. Abhijit Chakraborty & Hiroyasu Inoue & Yoshi Fujiwara, 2020. "Economic complexity of prefectures in Japan," PLOS ONE, Public Library of Science, vol. 15(8), pages 1-13, August.
    24. Benedikt S. L. Fritz & Robert A. Manduca, 2021. "The economic complexity of US metropolitan areas," Regional Studies, Taylor & Francis Journals, vol. 55(7), pages 1299-1310, July.
    25. Carla Sciarra & Guido Chiarotti & Luca Ridolfi & Francesco Laio, 2020. "Reconciling contrasting views on economic complexity," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    26. Juan Carlos Chávez & Marco T. Mosqueda & Manuel Gómez-Zaldívar, 2017. "Economic Complexity and Regional Growth Performance: Evidence from the Mexican Economy," The Review of Regional Studies, Southern Regional Science Association, vol. 47(2), pages 201-219, Summer.
    27. Angelica Sbardella & Emanuele Pugliese & Luciano Pietronero, 2017. "Economic development and wage inequality: A complex system analysis," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-26, September.
    28. Alex Bishop & Juan Mateos-Garcia, 2019. "Exploring the Link Between Economic Complexity and Emergent Economic Activities," National Institute Economic Review, National Institute of Economic and Social Research, vol. 249(1), pages 47-58, August.
    29. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    30. Zhaoyingzi Dong & Siqi Sun & Pierre-Alexandre Balland & Weiwen Zhang, 2025. "Environmental regulation promotes green technological diversification: evidence from Chinese cities," Regional Studies, Taylor & Francis Journals, vol. 59(1), pages 2488207-248, December.
    31. 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.
    32. DIODATO Dario, 2024. "Handbook of Economic Complexity for Policy," JRC Research Reports JRC138666, Joint Research Centre.
    33. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    34. Castañeda, Gonzalo & Pietronero, Luciano & Romero-Padilla, Juan & Zaccaria, Andrea, 2022. "The complex dynamic of growth: Fitness and the different patterns of economic activity in the medium and long terms," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 231-246.
    35. C'esar A. Hidalgo, 2022. "The Policy Implications of Economic Complexity," Papers 2205.02164, arXiv.org, revised Aug 2023.
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