000 | 01967nab a2200253 4500 | ||
---|---|---|---|
999 |
_c10977 _d10977 |
||
003 | OSt | ||
005 | 20201214130247.0 | ||
007 | cr aa aaaaa | ||
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 |