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Ranking of Global Smart Cities Using Dynamic Factor Analysis

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  • Tara Vanli

    (Istanbul University)

Abstract

In the age of the digital revolution, many cities around the world have made significant investments in planning and implementing smart city initiatives to address the issues of climate change and urbanisation. Concurrently, numerous attempts have been made to evaluate the performance and outcomes of these initiatives. In this study, a static and dynamic ranking of 33 selected cities for the period 2005–2019 is provided using dynamic factor analysis. In this comparative study, cities are evaluated and ranked on various smart drivers including technology, community, infrastructure, community, and governance to identify the best (and worst) smart city and to highlight the changes in smartness over the last 15 years. The results show that urban smartness has changed significantly over the past 15 years, but the smartness of most individual cities in the study has either steadily improved or remained constant. Further, smart practices vary significantly across cities, with Frankfurt, Washington, Munich, Los Angeles, and New York City showing relatively strong urban smartness, compared to the poor performance of Bratislava, Warsaw, and Prague. The findings of this study can serve as an empirical basis for identifying specific strengths and weaknesses of cities and as a knowledge-based decision-making tool for policymakers and metropolitan leaders in selecting policies that can improve the growth and performance of smart cities. The paper recommends several proposals to steer the efforts of policymakers and the private and public sectors towards more effective and efficient strategic planning and implementation of smart city initiatives.

Suggested Citation

  • Tara Vanli, 2024. "Ranking of Global Smart Cities Using Dynamic Factor Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 171(2), pages 405-437, January.
  • Handle: RePEc:spr:soinre:v:171:y:2024:i:2:d:10.1007_s11205-023-03259-7
    DOI: 10.1007/s11205-023-03259-7
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    References listed on IDEAS

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    1. Tuba Bakıcı & Esteve Almirall & Jonathan Wareham, 2013. "A Smart City Initiative: the Case of Barcelona," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 135-148, June.
    2. Ashish Arora & Sharon Belenzon & Andrea Patacconi & Jungkyu Suh, 2020. "The Changing Structure of American Innovation: Some Cautionary Remarks for Economic Growth," Innovation Policy and the Economy, University of Chicago Press, vol. 20(1), pages 39-93.
    3. Simon Joss & Frans Sengers & Daan Schraven & Federico Caprotti & Youri Dayot, 2019. "The Smart City as Global Discourse: Storylines and Critical Junctures across 27 Cities," Journal of Urban Technology, Taylor & Francis Journals, vol. 26(1), pages 3-34, January.
    4. Chris Richter & Sascha Kraus & Pasi Syrjä, 2015. "The Smart City as an opportunity for entrepreneurship," International Journal of Entrepreneurial Venturing, Inderscience Enterprises Ltd, vol. 7(3), pages 211-226.
    5. Rosalia Castellano & Antonella Rocca, 2017. "The dynamic of the gender gap in the European labour market in the years of economic crisis," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(3), pages 1337-1357, May.
    6. André Luis Azevedo Guedes & Jeferson Carvalho Alvarenga & Maurício Dos Santos Sgarbi Goulart & Martius Vicente Rodriguez y Rodriguez & Carlos Alberto Pereira Soares, 2018. "Smart Cities: The Main Drivers for Increasing the Intelligence of Cities," Sustainability, MDPI, vol. 10(9), pages 1-19, August.
    7. Ebru Tekin Bilbil, 2017. "The Operationalizing Aspects of Smart Cities: the Case of Turkey’s Smart Strategies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(3), pages 1032-1048, September.
    8. Umberto Berardi, 2013. "Sustainability assessment of urban communities through rating systems," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 15(6), pages 1573-1591, December.
    9. Schiavone, Francesco & Paolone, Francesco & Mancini, Daniela, 2019. "Business model innovation for urban smartization," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 210-219.
    10. Lazaroiu, George Cristian & Roscia, Mariacristina, 2012. "Definition methodology for the smart cities model," Energy, Elsevier, vol. 47(1), pages 326-332.
    11. Sotiris Zygiaris, 2013. "Smart City Reference Model: Assisting Planners to Conceptualize the Building of Smart City Innovation Ecosystems," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 217-231, June.
    12. Gabriela Viale Pereira & Marie Anne Macadar & Edimara M. Luciano & Maurício Gregianin Testa, 2017. "Delivering public value through open government data initiatives in a Smart City context," Information Systems Frontiers, Springer, vol. 19(2), pages 213-229, April.
    13. Oleg Dashkevych & Boris A. Portnov, 2022. "Criteria for Smart City Identification: A Systematic Literature Review," Sustainability, MDPI, vol. 14(8), pages 1-34, April.
    14. Vito Albino & Umberto Berardi & Rosa Maria Dangelico, 2015. "Smart Cities: Definitions, Dimensions, Performance, and Initiatives," Journal of Urban Technology, Taylor & Francis Journals, vol. 22(1), pages 3-21, January.
    15. Boglarka BARSI, 2018. "Beyond indicators, new methods in Smart city assessment," Smart Cities and Regional Development (SCRD) Journal, Smart-EDU Hub, Faculty of Public Administration, National University of Political Studies & Public Administration, vol. 2(1), pages 87-99, March.
    16. John V. Winters, 2011. "Why Are Smart Cities Growing? Who Moves And Who Stays," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 253-270, May.
    17. Andrew Boulton & Stanley D. Brunn & Lomme Devriendt, 2011. "Cyberinfrastructures and ‘Smart’ World Cities: Physical, Human and Soft Infrastructures," Chapters, in: Ben Derudder & Michael Hoyler & Peter J. Taylor & Frank Witlox (ed.), International Handbook of Globalization and World Cities, chapter 18, Edward Elgar Publishing.
    18. Chiara Garau & Valentina Maria Pavan, 2018. "Evaluating Urban Quality: Indicators and Assessment Tools for Smart Sustainable Cities," Sustainability, MDPI, vol. 10(3), pages 1-18, February.
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