000 01658nam a2200169 4500
999 _c510230
_d510230
008 190808b ||||| |||| 00| 0 eng d
100 _aCurley, Cali et al
_97858
245 _aDealing with missing data: a comparative exploration of approaches using the integrated city sustainability database
260 _c2019
300 _ap.591-615.
520 _aStudies of governments and local organizations using survey data have played a critical role in the development of urban studies and related disciplines. However, missing data pose a daunting challenge for this research. This article seeks to raise awareness about the treatment of missing data in urban studies research by comparing and evaluating three commonly used approaches to deal with missing data—listwise deletion, single imputation, and multiple imputation. Comparative analyses illustrate the relative performance of these approaches using the second-generation Integrated City Sustainability Database (ICSD). The results demonstrate the benefit of using an approach to missing data based on multiple imputation, using a theoretically informed and statistically supported set of predictor variables to develop a more complete sample that is free of issues raised by nonresponse in survey data. The results confirm the usefulness of the ICSD in the study of environmental and sustainability and other policy in U.S. cities. We conclude with a discussion of results and provide a set of recommendations for urban researcher scholars. - Reproduced.
650 _aUrban policy
_97859
650 _aData
_97860
773 _aUrban Affairs Review
906 _aDatabases
942 _2ddc
_cAR