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Imputing the Legal Status of the Foreign Born Persons on Surveys: Two Approaches D. H. Judson, Decision Analytics Sharon K. Long, University of Minnesota This work was funded by SHADAC, a program of the Robert Wood Johnson Foundation. Decision Analytics (dhjudson@comcast.net)
Motivation for Study ,[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
The Foreign Born by “Status” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
A Simple Residual Method ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Complaints About the Residual Method ,[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
A Model Based Approach ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Pros of the Model-Based Approach ,[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Cons of the Model Based Approach ,[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Latent Class Analysis ,[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Pros of Latent Class Modeling ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Cons of Latent Class Modeling ,[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Estimation System Diagram Decision Analytics (dhjudson@comcast.net) Base ACS Base ACS + Imputations Latent Class Models SIPP TM 2 Logistic Regression Models Analysis Programs Reports
Problems to be Addressed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
An Overview of the Imputation Models ,[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Comparison of Results ,[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)
Comparison of Total Estimates to Each Other (1 of 2) Decision Analytics (dhjudson@comcast.net)
Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates to Each Other (2 of 2)
Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates
Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates
Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates Decision Analytics (dhjudson@comcast.net)
Prob[Nonpermanent] by age and Hispanic Ethnicity Decision Analytics (dhjudson@comcast.net) Sampling variability
Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s
Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s
Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s
Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s
Conclusions and Next Steps ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Decision Analytics (dhjudson@comcast.net)

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