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Amalgamating Urban Scaling and Economic Complexity for New Metrics of Urban Fitness

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  • Anand Sahasranaman

    (Madras Complexity Collective
    Imperial College London)

  • Henrik Jeldtoft Jensen

    (Madras Complexity Collective
    Tokyo Institute of Technology)

Abstract

We propose a synthesis of the independent scientific frameworks of economic complexity and urban scaling into a consistent mechanism—city complexity—to measure multi-dimensional fitness of cities. Essentially, we use deviations from scaling law for a given set of urban outcomes as the basis to construct a bipartite city-outcome matrix. This matrix forms the input into the economic complexity methodology, which iterates over a pair of coupled non-linear maps, computing fitness of cities and complexity of outcomes. We test our algorithm with data from American cities and find that the emergent city fitness measure is consistent with expected behavior across the set of outcomes studied. We also find temporal evolution of city fitness and outcome complexity to be in agreement with theoretical expectation. Finally, we perturb the metrics to conditions of widespread socioeconomic stress and find that outcomes are indicative of the robustness of the city complexity algorithm. Overall, these findings suggest that the city complexity mechanism proposed here produces systematic, self-consistent metrics and can be applied across any set of diverse outcomes, irrespective of the specifics of national urban contexts.

Suggested Citation

  • Anand Sahasranaman & Henrik Jeldtoft Jensen, 2025. "Amalgamating Urban Scaling and Economic Complexity for New Metrics of Urban Fitness," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 176(3), pages 931-945, February.
  • Handle: RePEc:spr:soinre:v:176:y:2025:i:3:d:10.1007_s11205-024-03477-7
    DOI: 10.1007/s11205-024-03477-7
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    1. 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.
    2. Richard Florida & Charlotta Mellander & Peter J. Rentfrow, 2013. "The Happiness of Cities," Regional Studies, Taylor & Francis Journals, vol. 47(4), pages 613-627, April.
    3. Ingrid Robeyns, 2005. "The Capability Approach: a theoretical survey," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 6(1), pages 93-117.
    4. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    5. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    6. Andres Gomez-Lievano & Oscar Patterson-Lomba & Ricardo Hausmann, 2017. "Explaining the prevalence, scaling and variance of urban phenomena," Nature Human Behaviour, Nature, vol. 1(1), pages 1-6, January.
    7. Andres Gomez-Lievano & HyeJin Youn & Luís M A Bettencourt, 2012. "The Statistics of Urban Scaling and Their Connection to Zipf’s Law," PLOS ONE, Public Library of Science, vol. 7(7), pages 1-11, July.
    8. 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.
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