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A composite indicator of liveability based on sociodemographic and Uber quality service dimensions: A data-driven approach

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  • de Oliveira, Gisliany L.A.
  • Silva, Ivanovitch
  • Lima, Luciana
  • Costa, Daniel G.

Abstract

This article aims is to create a liveability index that combines traditional population-based datasets and non-traditional data sources from Uber services, potentially supporting when pursuing new perceptions of a city. For that, a comprehensive study was performed focusing on Natal, a Brazilian urban center that has important socioeconomic and public/private transport services inequalities. In order to assess intra-municipal disparities, the units of analysis were neighborhoods and intra-neighborhoods (the Human Development Unit - HDU), which represents small homogeneous areas in socioeconomic terms. A data-driven workflow was conducted to process more than 4 million trips and to retrieve the Estimated Time of Arrival (ETA), considered in this work as a proxy for the Uber quality service. In order to evaluate variations, associations and spatial autocorrelation between ETA and sociodemographic features, different methods were applied, notably the Exploratory Data Analysis (EDA), the Exploratory Spatial Data Analysis (ESDA), and the Regression Analysis. From the results obtained by these methods and the application of a Principal Component Analysis (PCA), a Composite Indicator of Liveability (CIL) could be created and validated as a measure fitted to sociodemographic characteristics, as it describes high values in wealthier regions and lower values in the poorest areas of a city.

Suggested Citation

  • de Oliveira, Gisliany L.A. & Silva, Ivanovitch & Lima, Luciana & Costa, Daniel G., 2023. "A composite indicator of liveability based on sociodemographic and Uber quality service dimensions: A data-driven approach," Transport Policy, Elsevier, vol. 141(C), pages 97-115.
    • Handle: RePEc:eee:trapol:v:141:y:2023:i:c:p:97-115
    DOI: 10.1016/j.tranpol.2023.07.006
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    1. Liqun Sun & Ji Chen & Qinglan Li & Dian Huang, 2020. "Dramatic uneven urbanization of large cities throughout the world in recent decades," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    2. Lei Kang & Siyou Xia, 2023. "Study on Urbanization Sustainability of Xinjiang in China: Connotation, Indicators and Measurement," IJERPH, MDPI, vol. 20(3), pages 1-20, January.
    3. van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
    4. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    5. Vijayaraghavan Sujatha & Ganesan Lavanya & Ramaiah Prakash, 2023. "Quantifying Liveability Using Survey Analysis and Machine Learning Model," Sustainability, MDPI, vol. 15(2), pages 1-15, January.
    6. Steffen Fritz & Linda See & Tyler Carlson & Mordechai (Muki) Haklay & Jessie L. Oliver & Dilek Fraisl & Rosy Mondardini & Martin Brocklehurst & Lea A. Shanley & Sven Schade & Uta Wehn & Tommaso Abrate, 2019. "Author Correction: Citizen science and the United Nations Sustainable Development Goals," Nature Sustainability, Nature, vol. 2(11), pages 1063-1063, November.
    7. Steffen Fritz & Linda See & Tyler Carlson & Mordechai (Muki) Haklay & Jessie L. Oliver & Dilek Fraisl & Rosy Mondardini & Martin Brocklehurst & Lea A. Shanley & Sven Schade & Uta Wehn & Tommaso Abrate, 2019. "Citizen science and the United Nations Sustainable Development Goals," Nature Sustainability, Nature, vol. 2(10), pages 922-930, October.
    8. Byomkesh Talukder & Keith W. Hipel & Gary W. vanLoon, 2017. "Developing Composite Indicators for Agricultural Sustainability Assessment: Effect of Normalization and Aggregation Techniques," Resources, MDPI, vol. 6(4), pages 1-27, November.
    9. Yuanyuan Zhang & Yuming Zhang, 2018. "Exploring the Relationship between Ridesharing and Public Transit Use in the United States," IJERPH, MDPI, vol. 15(8), pages 1-23, August.
    10. Hughes, Ryan & MacKenzie, Don, 2016. "Transportation network company wait times in Greater Seattle, and relationship to socioeconomic indicators," Journal of Transport Geography, Elsevier, vol. 56(C), pages 36-44.
    11. Charles David A. Icasiano & Araz Taeihagh, 2021. "Governance of the Risks of Ridesharing in Southeast Asia: An In-Depth Analysis," Sustainability, MDPI, vol. 13(11), pages 1-32, June.
    12. Sunmin Jun & Mengying Li & Juchul Jung, 2022. "Air Pollution (PM 2.5 ) Negatively Affects Urban Livability in South Korea and China," IJERPH, MDPI, vol. 19(20), pages 1-20, October.
    13. Yan Ling Chi & Hugo Wai Leung Mak, 2021. "From Comparative and Statistical Assessments of Liveability and Health Conditions of Districts in Hong Kong towards Future City Development," Sustainability, MDPI, vol. 13(16), pages 1-29, August.
    14. Yanwei Li & Araz Taeihagh & Martin De Jong, 2018. "The Governance of Risks in Ridesharing: A Revelatory Case from Singapore," Energies, MDPI, vol. 11(5), pages 1-21, May.
    15. Harm Kaal, 2011. "A conceptual history of livability," City, Taylor & Francis Journals, vol. 15(5), pages 532-547, October.
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