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However, existing research on urban land use efficiency is mainly carried out at city level or block level, and it is difficult to meet the demand for rapid access to fine\u2010grained land use efficiency across the entire city. In view of this problem, this article proposes a parcel\u2010level evaluation method of urban land use efficiency based on multisource spatiotemporal data, including an evaluation index system for parcel\u2010level land use efficiency, quantitative representation of evaluation indexes based on multisource spatiotemporal data, and a land use efficiency calculation model. The proposed method is then applied to China's Ningbo City, and the evaluation accuracy is 78% compared with the officially reported data and on\u2010site investigation. Experimental results also show that urban land use efficiency is strongly spatially autocorrelated in Ningbo City, and reveal the impact patterns of factors such as planning policy, facilities, traffic conditions and environmental conditions on the utilization efficiency of different types of land. This research has proved able to accurately evaluate the utilization efficiency of all land parcels across a city in a rapid manner, and to obtain their distribution characteristics and correlation factors. It can further provide data and technical support for formulating targeted urban planning policies and implementing scientific land development.<\/jats:p>","DOI":"10.1111\/tgis.12753","type":"journal-article","created":{"date-parts":[[2021,5,10]],"date-time":"2021-05-10T06:30:16Z","timestamp":1620628216000},"page":"2766-2790","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Parcel\u2010level evaluation of urban land use efficiency based on multisource spatiotemporal data: A case study of Ningbo City, China"],"prefix":"10.1111","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3135-092X","authenticated-orcid":false,"given":"Jun","family":"Li","sequence":"first","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"},{"name":"State Key Laboratory of Resources and Environmental Information System Chinese Academy of Sciences Beijing China"}]},{"given":"Yan","family":"Zhu","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"}]},{"given":"Juqing","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"}]},{"given":"Chengye","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"}]},{"given":"Xiao","family":"Sang","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"}]},{"given":"Qianqian","family":"Zhong","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering China University of Mining and Technology \u2010 Beijing Beijing China"}]}],"member":"311","published-online":{"date-parts":[[2021,5,9]]},"reference":[{"key":"e_1_2_7_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1538-4632.1995.tb00338.x"},{"key":"e_1_2_7_3_1","doi-asserted-by":"publisher","DOI":"10.3846\/enviro.2014.106"},{"key":"e_1_2_7_4_1","doi-asserted-by":"publisher","DOI":"10.2148\/benv.42.3.321"},{"key":"e_1_2_7_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2017.01.005"},{"key":"e_1_2_7_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/gcb.13020"},{"issue":"2","key":"e_1_2_7_7_1","first-page":"627","article-title":"Impact of the Madrid subway on population settlement and land use","volume":"31","author":"Calvo F.","year":"2012","journal-title":"Land Use Policy"},{"key":"e_1_2_7_8_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-36368-2"},{"issue":"3","key":"e_1_2_7_9_1","first-page":"174","article-title":"Urban sprawl in the Mediterranean? 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