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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.
    2. Ron Boschma & Asier Minondo & Mikel Navarro, 2013. "The Emergence of New Industries at the Regional Level in S pain: A Proximity Approach Based on Product Relatedness," Economic Geography, Clark University, vol. 89(1), pages 29-51, January.
    3. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Taylor & Francis Journals, vol. 87(3), pages 237-265, July.
    4. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    5. Dieter F. Kogler & David L. Rigby & Isaac Tucker, 2013. "Mapping Knowledge Space and Technological Relatedness in US Cities," European Planning Studies, Taylor & Francis Journals, vol. 21(9), pages 1374-1391, September.
    6. Saleh Albeaik & Mary Kaltenberg & Mansour Alsaleh & Cesar A. Hidalgo, 2017. "Improving the Economic Complexity Index," Papers 1707.05826, arXiv.org, revised Jul 2017.
    7. 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.
    8. 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.
    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. Luciano Pietronero & Andrea Gabrielli & Andrea Zaccaria, 2019. "Economic Complexity: why we like "Complexity weighted diversification"," Papers 1912.10955, arXiv.org.
    2. 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).
    3. 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.
    4. 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).
    5. 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.
    6. Brice Kamguia & Sosson Tadadjeu & Clovis Miamo & Henri Njangang, 2022. "Does foreign aid impede economic complexity in developing countries?," International Economics, CEPII research center, issue 169, pages 71-88.
    7. 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.
    8. Ulrich Schetter, 2019. "A Structural Ranking of Economic Complexity," CID Working Papers 119a, Center for International Development at Harvard University.
    9. 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.
    10. Aurelio Patelli & Andrea Zaccaria & Luciano Pietronero, 2021. "Universal Database for Economic Complexity," Papers 2110.00302, arXiv.org.
    11. 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.
    12. 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.
    13. 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.
    14. Keneck-Massil, Joseph & Nvuh-Njoya, Youssouf, 2021. "Did colonisation matter for comparative economic complexity?," Economics Letters, Elsevier, vol. 203(C).
    15. 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).
    16. Fritz, Benedikt & Manduca, Robert, 2021. "The Economic Complexity of US Metropolitan Areas," SocArXiv 2gw9c, Center for Open Science.
    17. 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.
    18. 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.

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