{"title":"Automated Valuation Services: A case study for Aberdeen in Scotland","authors":"Rainer Schulz, Martin Wersing","doi":"10.1080/09599916.2020.1861066","DOIUrl":null,"url":null,"abstract":"ABSTRACT Automated valuation services (AVSs) offered by listings platforms predict market values based on property characteristics supplied by users. We investigate the implementation of such a service for the City of Aberdeen. We fit different market value models with machine learning methods and assess them in a rolling windows procedure that mimics an AVS setting. We also investigate the ease and robustness with which the models can be implemented. We discuss how prediction uncertainty can be measured and reported to users. If implemented in the future, such a service has the potential to improve the transparency of the local housing market.","PeriodicalId":45726,"journal":{"name":"Journal of Property Research","volume":"38 1","pages":"154 - 172"},"PeriodicalIF":2.1000,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/09599916.2020.1861066","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Property Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/09599916.2020.1861066","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"URBAN STUDIES","Score":null,"Total":0}
引用次数: 5
Abstract
ABSTRACT Automated valuation services (AVSs) offered by listings platforms predict market values based on property characteristics supplied by users. We investigate the implementation of such a service for the City of Aberdeen. We fit different market value models with machine learning methods and assess them in a rolling windows procedure that mimics an AVS setting. We also investigate the ease and robustness with which the models can be implemented. We discuss how prediction uncertainty can be measured and reported to users. If implemented in the future, such a service has the potential to improve the transparency of the local housing market.
期刊介绍:
The Journal of Property Research is an international journal. The title reflects the expansion of research, particularly applied research, into property investment and development. The Journal of Property Research publishes papers in any area of real estate investment and development. These may be theoretical, empirical, case studies or critical literature surveys.