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A spatio-temporal analysis investigating completeness and inequalities of global urban building data in OpenStreetMap

Author

Listed:
  • Benjamin Herfort

    (Heidelberg Institute for Geoinformation Technology
    Heidelberg University)

  • Sven Lautenbach

    (Heidelberg Institute for Geoinformation Technology)

  • João Porto de Albuquerque

    (University of Glasgow)

  • Jennings Anderson

    (Meta Platforms Inc.)

  • Alexander Zipf

    (Heidelberg Institute for Geoinformation Technology
    Heidelberg University)

Abstract

OpenStreetMap (OSM) has evolved as a popular dataset for global urban analyses, such as assessing progress towards the Sustainable Development Goals. However, many analyses do not account for the uneven spatial coverage of existing data. We employ a machine-learning model to infer the completeness of OSM building stock data for 13,189 urban agglomerations worldwide. For 1,848 urban centres (16% of the urban population), OSM building footprint data exceeds 80% completeness, but completeness remains lower than 20% for 9,163 cities (48% of the urban population). Although OSM data inequalities have recently receded, partially as a result of humanitarian mapping efforts, a complex unequal pattern of spatial biases remains, which vary across various human development index groups, population sizes and geographic regions. Based on these results, we provide recommendations for data producers and urban analysts to manage the uneven coverage of OSM data, as well as a framework to support the assessment of completeness biases.

Suggested Citation

  • Benjamin Herfort & Sven Lautenbach & João Porto de Albuquerque & Jennings Anderson & Alexander Zipf, 2023. "A spatio-temporal analysis investigating completeness and inequalities of global urban building data in OpenStreetMap," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-39698-6
    DOI: 10.1038/s41467-023-39698-6
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    References listed on IDEAS

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    Cited by:

    1. Federico Ninivaggi & Eleonora Cutrini, 2024. "Exploring local well-being and vulnerability through OpenStreetMap: the case of Italy," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(4), pages 3435-3473, August.
    2. Tian, Shuai & Yang, Guoqiang & Du, Sihong & Zhuang, Dian & Zhu, Ke & Zhou, Xin & Jin, Xing & Ye, Yu & Li, Peixian & Shi, Xing, 2024. "An innovative method for evaluating the urban roof photovoltaic potential based on open-source satellite images," Renewable Energy, Elsevier, vol. 224(C).
    3. Ameling, Justus & Gust, Gunther, 2024. "Automated feeder routing for underground electricity distribution networks based on aerial images," European Journal of Operational Research, Elsevier, vol. 318(2), pages 629-641.

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