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Exploring local well-being and vulnerability through OpenStreetMap: the case of Italy

Author

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  • Federico Ninivaggi

    (University of Macerata)

  • Eleonora Cutrini

    (University of Macerata)

Abstract

This article investigates the potential of OpenStreetMap (OSM) data in predicting local well-being and resilience in Italy. The linear Least Absolute Shrinkage and Selection Operator (LASSO) is used to handle multicollinearity problems and select the most influential OSM features. The data-driven approach provides evidence that OSM information is highly correlated with several socioeconomic metrics at a provincial scale (NUTS-3 level). Moreover, it claims that some specific points of interest—e.g., bookmakers—can be used for a rapid territorial appraisal of vulnerable territories, i.e., areas that are affected by economic backwardness, poor institutions, low human capital and that, for these adverse conditions, deserve special attention by policymakers concerned with a reduction of regional disparities. While OSM can become a powerful source for policy planning, monitoring and evaluation, future works in the field should explore the scalability of the approach, its use for forecasting purposes, and the adoption of various models and tools such as machine learning techniques to grasp even non-linear relationships between variables.

Suggested Citation

  • 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.
    • Handle: RePEc:spr:qualqt:v:58:y:2024:i:4:d:10.1007_s11135-023-01805-6
    DOI: 10.1007/s11135-023-01805-6
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    1. Francesco Balducci, 2021. "Is OpenStreetMap a good source of information for cultural statistics? The case of Italian museums," Environment and Planning B, , vol. 48(3), pages 503-520, March.
    2. Giuliano Resce & Raffaele Lagravinese & Elisa Benedetti & Sabrina Molinaro, 2019. "Income-related inequality in gambling: evidence from Italy," Review of Economics of the Household, Springer, vol. 17(4), pages 1107-1131, December.
    3. Ron Martin & Peter Sunley & Ben Gardiner & Peter Tyler, 2016. "How Regions React to Recessions: Resilience and the Role of Economic Structure," Regional Studies, Taylor & Francis Journals, vol. 50(4), pages 561-585, April.
    4. 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.
    5. Eric Neumayer, 1999. "The ISEW -- not an Index of Sustainable Economic Welfare," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 48(1), pages 77-101, September.
    6. Katarzyna Kopczewska, 2022. "Regional development in Central and Eastern Europe and Asia," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(4), pages 697-698, August.
    7. Ron Martin, 2012. "Regional economic resilience, hysteresis and recessionary shocks," Journal of Economic Geography, Oxford University Press, vol. 12(1), pages 1-32, January.
    8. Frank Bickenbach & Eckhardt Bode & Peter Nunnenkamp & Mareike Söder, 2016. "Night lights and regional GDP," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(2), pages 425-447, May.
    9. Friedman, Jerome H. & Hastie, Trevor & Tibshirani, Rob, 2010. "Regularization Paths for Generalized Linear Models via Coordinate Descent," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 33(i01).
    10. Marco Modica & Aura Reggiani, 2015. "Spatial Economic Resilience: Overview and Perspectives," Networks and Spatial Economics, Springer, vol. 15(2), pages 211-233, June.
    11. Daniel Feldmeyer & Daniela Wilden & Christian Kind & Theresa Kaiser & Rüdiger Goldschmidt & Christian Diller & Jörn Birkmann, 2019. "Indicators for Monitoring Urban Climate Change Resilience and Adaptation," Sustainability, MDPI, vol. 11(10), pages 1-17, May.
    12. Armiento, Mirko, 2018. "The Sustainable Welfare Index: Towards a Threshold Effect for Italy," Ecological Economics, Elsevier, vol. 152(C), pages 296-309.
    13. Carmela Iorio & Giuseppe Pandolfo & Antonio D’Ambrosio & Roberta Siciliano, 2020. "Mining big data in tourism," Quality & Quantity: International Journal of Methodology, Springer, vol. 54(5), pages 1655-1669, December.
    14. Roberts, S. & Nowak, G., 2014. "Stabilizing the lasso against cross-validation variability," Computational Statistics & Data Analysis, Elsevier, vol. 70(C), pages 198-211.
    15. Krystian Andruszek & Piotr Wójcik, 2020. "Predicting well-being based on features visible from space – the case of Warsaw," Working Papers 2020-37, Faculty of Economic Sciences, University of Warsaw.
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