Pres fcsm2012 jan10_judson

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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

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

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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Pres fcsm2012 jan10_judson

1. 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)

10.

11.

12. 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

13.

14.

15.

16. Comparison of Total Estimates to Each Other (1 of 2) Decision Analytics (dhjudson@comcast.net)

17. Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates to Each Other (2 of 2)

18. Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates

19. Decision Analytics (dhjudson@comcast.net) Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates

20. Comparison of Total Estimates with Office of Immigration Statistics Residual Estimates Decision Analytics (dhjudson@comcast.net)

21. Prob[Nonpermanent] by age and Hispanic Ethnicity Decision Analytics (dhjudson@comcast.net) Sampling variability

22. Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s

23. Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s

24. Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s

25. Decision Analytics (dhjudson@comcast.net) Note: Y-scale in 100,000’s

26.

Pres fcsm2012 jan10_judson

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Pres fcsm2012 jan10_judson