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729 new measures of economic complexity (Addendum to Improving the Economic Complexity Index)

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Listed:
  • Saleh Albeaik
  • Mary Kaltenberg
  • Mansour Alsaleh
  • C'esar A. Hidalgo

Abstract

Recently we uploaded to the arxiv a paper entitled: Improving the Economic Complexity Index. There, we compared three metrics of the knowledge intensity of an economy, the original metric we published in 2009 (the Economic Complexity Index or ECI), a variation of the metric proposed in 2012, and a variation we called ECI+. It was brought to our attention that the definition of ECI+ was equivalent to the variation of the metric proposed in 2012. We have verified this claim, and found that while the equations are not exactly the same, they are similar enough to be our own oversight. More importantly, we now ask: how many variations of the original ECI work? In this paper we provide a simple unifying framework to explore multiple variations of ECI, including both the original 2009 ECI and the 2012 variation. We found that a large fraction of variations have a similar predictive power, indicating that the chance of finding a variation of ECI that works, after the seminal 2009 measure, are surprisingly high. In fact, more than 28 percent of these variations have a predictive power that is within 90 percent of the maximum for any variation. These findings show that, once the idea of measuring economic complexity was out, creating a variation with a similar predictive power (like the ones proposed in 2012) was trivial (a 1 in 3 shot). More importantly, the result show that using exports data to measure the knowledge intensity of an economy is a robust phenomenon that works for multiple functional forms. Moreover, the fact that multiple variations of the 2009 ECI perform close to the maximum, tells us that no variation of ECI will have a performance that is substantially better. This suggests that research efforts should focus on uncovering the mechanisms that contribute to the diffusion and accumulation of productive knowledge instead of on exploring small variations to existing measures.

Suggested Citation

  • Saleh Albeaik & Mary Kaltenberg & Mansour Alsaleh & C'esar A. Hidalgo, 2017. "729 new measures of economic complexity (Addendum to Improving the Economic Complexity Index)," Papers 1708.04107, arXiv.org.
  • Handle: RePEc:arx:papers:1708.04107
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    References listed on IDEAS

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    1. Andrea Gabrielli & Matthieu Cristelli & Dario Mazzilli & Andrea Tacchella & Andrea Zaccaria & Luciano Pietronero, 2017. "Why we like the ECI+ algorithm," Papers 1708.01161, arXiv.org.
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    9. Bahar, Dany & Hausmann, Ricardo & Hidalgo, Cesar A., 2014. "Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion?," Journal of International Economics, Elsevier, vol. 92(1), pages 111-123.
    10. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    11. Shengjun Zhu & Canfei He & Yi Zhou, 2017. "How to jump further and catch up? Path-breaking in an uneven industry space," Journal of Economic Geography, Oxford University Press, vol. 17(3), pages 521-545.
    12. Miguel R. Guevara & Dominik Hartmann & Manuel Aristarán & Marcelo Mendoza & César A. Hidalgo, 2016. "The research space: using career paths to predict the evolution of the research output of individuals, institutions, and nations," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1695-1709, December.
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    Cited by:

    1. Antonis Adam & Antonios Garas & Marina-Selini Katsaiti & Athanasios Lapatinas, 2023. "Economic complexity and jobs: an empirical analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 32(1), pages 25-52, January.
    2. Travis J. Lybbert & Mingzhi Xu, 2022. "Innovation‐adjusted economic complexity and growth: Do patent flows reveal enhanced economic capabilities?," Review of Development Economics, Wiley Blackwell, vol. 26(1), pages 442-483, February.
    3. Charles D. Brummitt & Andres Gomez-Lievano & Ricardo Hausmann & Matthew H. Bonds, 2018. "Machine-learned patterns suggest that diversification drives economic development," Papers 1812.03534, arXiv.org.
    4. Keneck-Massil, Joseph & Nvuh-Njoya, Youssouf, 2021. "Did colonisation matter for comparative economic complexity?," Economics Letters, Elsevier, vol. 203(C).
    5. 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).
    6. Aurelio Patelli & Andrea Zaccaria & Luciano Pietronero, 2021. "Universal Database for Economic Complexity," Papers 2110.00302, arXiv.org.
    7. 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.
    8. Benjamin Cakir & Isabelle Schluep & Philipp Aerni & Isa Cakir, 2021. "Amalgamation of Export with Import Information: The Economic Complexity Index as a Coherent Driver of Sustainability," Sustainability, MDPI, vol. 13(4), pages 1-16, February.
    9. Nomaler, Önder & Verspagen, Bart, 2022. "The canonical correlation complexity method," MERIT Working Papers 2022-015, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    10. Freire, Clovis, 2019. "Economic diversification: A model of structural economic dynamics and endogenous technological change," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 13-28.
    11. Luciano Pietronero & Andrea Gabrielli & Andrea Zaccaria, 2019. "Economic Complexity: why we like "Complexity weighted diversification"," Papers 1912.10955, arXiv.org.
    12. Kamguia, Brice & Tadadjeu, Sosson & Miamo, Clovis & Njangang, Henri, 2022. "Does foreign aid impede economic complexity in developing countries?," International Economics, Elsevier, vol. 169(C), pages 71-88.
    13. Lapatinas, Athanasios & Garas, Antonios & Boleti, Eirini & Kyriakou, Alexandra, 2019. "Economic complexity and environmental performance: Evidence from a world sample," MPRA Paper 92833, University Library of Munich, Germany.
    14. Avom, Désiré & Keneck-Massil, Joseph & Njangang, Henri & Nvuh-Njoya, Youssouf, 2022. "Why are some resource-rich countries more sophisticated than others? The role of the regime type and political ideology," Resources Policy, Elsevier, vol. 79(C).
    15. Ulrich Schetter, 2019. "A Structural Ranking of Economic Complexity," CID Working Papers 119a, Center for International Development at Harvard University.
    16. Fritz, Benedikt & Manduca, Robert, 2021. "The Economic Complexity of US Metropolitan Areas," SocArXiv 2gw9c, Center for Open Science.
    17. Luciano Pietronero & Matthieu Cristelli & Andrea Gabrielli & Dario Mazzilli & Emanuele Pugliese & Andrea Tacchella & Andrea Zaccaria, 2017. "Economic Complexity: "Buttarla in caciara" vs a constructive approach," Papers 1709.05272, arXiv.org.
    18. Ming-Yang Zhou & Xiao-Yu Li & Wen-Man Xiong & Hao Liao, 2018. "Quantifying the Robustness of Countries’ Competitiveness by Network-Based Methods," Complexity, Hindawi, vol. 2018, pages 1-10, December.

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