On the need for caution in using ‘big data’ for built environment research: A response to Chng et al. (2024)
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DOI: 10.1177/0308518X251331862
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- Jenkins, David & Simpson, Sophie & Peacock, Andrew, 2017. "Investigating the consistency and quality of EPC ratings and assessments," Energy, Elsevier, vol. 138(C), pages 480-489.
- Patricia Canelas & Ben Clifford & Jessica Ferm & Nicola Livingstone, 2022. "Hard, soft and thin governance spaces in land-use change: comparing office-to-residential conversions in England, Scotland and the Netherlands," European Planning Studies, Taylor & Francis Journals, vol. 30(4), pages 725-743, April.
- Lindsay Blair Howe, 2021. "Thinking through people: The potential of volunteered geographic information for mobility and urban studies," Urban Studies, Urban Studies Journal Limited, vol. 58(14), pages 3009-3028, November.
- Phil Hubbard, 2025. "Small is beautiful? Making sense of ‘shrinking’ homes," Urban Studies, Urban Studies Journal Limited, vol. 62(1), pages 187-203, January.
- Hardy, A. & Glew, D., 2019. "An analysis of errors in the Energy Performance certificate database," Energy Policy, Elsevier, vol. 129(C), pages 1168-1178.
- Jorge Iván Pérez-Rave & Juan Carlos Correa-Morales & Favián González-Echavarría, 2019. "A machine learning approach to big data regression analysis of real estate prices for inferential and predictive purposes," Journal of Property Research, Taylor & Francis Journals, vol. 36(1), pages 59-96, January.
- Jessica Ferm & Ben Clifford & Patricia Canelas & Nicola Livingstone, 2021. "Emerging problematics of deregulating the urban: The case of permitted development in England," Urban Studies, Urban Studies Journal Limited, vol. 58(10), pages 2040-2058, August.
- Daniel Arribas-Bel & Jessie Bakens, 2019. "Use and validation of location-based services in urban research: An example with Dutch restaurants," Urban Studies, Urban Studies Journal Limited, vol. 56(5), pages 868-884, April.
- Thomas W. Sanchez & Hannah Shumway & Trey Gordner & Theo Lim, 2023. "The prospects of artificial intelligence in urban planning," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 27(2), pages 179-194, April.
- Linnet Taylor, 2021. "The taming of chaos: Optimal cities and the state of the art in urban systems research," Urban Studies, Urban Studies Journal Limited, vol. 58(15), pages 3196-3202, November.
- Julia Gabriele Harten & Annette M Kim & J Cressica Brazier, 2021. "Real and fake data in Shanghai’s informal rental housing market: Groundtruthing data scraped from the internet," Urban Studies, Urban Studies Journal Limited, vol. 58(9), pages 1831-1845, July.
- James R. DeLisle & Brent Never & Terry V. Grissom, 2020. "The big data regime shift in real estate," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 38(4), pages 363-395, May.
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