Publication | Closed Access
Goodbye, Listwise Deletion: Presenting Hot Deck Imputation as an Easy and Effective Tool for Handling Missing Data
453
Citations
12
References
2011
Year
Social Data AnalysisEngineeringUbiquitous ProblemData PreparationHot Deck ImputationCommunicationComputational Social ScienceInformation RetrievalData ScienceData MiningData RecoveryManagementData IntegrationQuantitative Communication ResearchContent AnalysisData ManagementStatisticsData ReliabilityIncompletenessKnowledge DiscoveryData QualityComputer ScienceData CleansingInformation ManagementData TreatmentListwise DeletionData Modeling
Missing data are a ubiquitous problem in quantitative communication research, yet the missing data handling practices found in most published work in communication leave much room for improvement. In this article, problems with current practices are discussed and suggestions for improvement are offered. Finally, hot deck imputation is suggested as a practical solution to many missing data problems. A computational tool for SPSS (Statistical Package for the Social Sciences) is presented that will enable communication researchers to easily implement hot deck imputation in their own analyses.
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