000 01967nab a2200253 4500
999 _c10977
_d10977
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005 20201214130247.0
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008 201211b ||||| |||| 00| 0 eng d
100 _aCurley, Cali
_932487
245 _aDealing with Missing Data: A Comparative Exploration of Approaches Using the Integrated City Sustainability Database
260 _bSage
_c2019
300 _aVol 55, Issue 2, 2019 : (591-615 p.)
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.
650 _aimputation
_934160
650 _amissing data
_934161
650 _aurban policy
_934162
650 _asustainability
_931090
700 _aKrause, Rachel M.
_934163
700 _aFeiock, Richard
_934164
773 0 _010947
_915473
_dSage, 2019.
_tUrban affairs review
856 _uhttps://doi.org/10.1177/1078087417726394
942 _2ddc
_cART