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Nonresponse adjustments and calibration: a comparison between two methods to weight the Labour Force Survey Tania Borg Principal Statistician Labour Market.

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Presentation on theme: "Nonresponse adjustments and calibration: a comparison between two methods to weight the Labour Force Survey Tania Borg Principal Statistician Labour Market."— Presentation transcript:

1 Nonresponse adjustments and calibration: a comparison between two methods to weight the Labour Force Survey Tania Borg Principal Statistician Labour Market and Information Society unit 18 May 2018

2 Overview of Maltese LFS
Systematic random sample of 3,200 households Panel survey 2-(2)-2 Weights LFS is being adjusted for nonresponse in attrition using weighting classes Post stratification on 5 year age groups, sex and NUTS 4

3 Problems encountered Under coverage in sampling frame
Unit nonresponse adjustments Unrevised population estimates

4 Main scope Improve LFS estimates Treat under coverage problems
Upgrade current situation Improve nonresponse adjustments Treat under coverage problems Improve LFS estimates Main scope

5 Nonresponse adjustments
Methods tested Method 1 Method 2 Design weights Nonresponse adjustments Calibration

6 Nonresponse adjustments
Proposed approach Design weights Probability of selection based on NUTS 4 and number of members in the household Nonresponse adjustments Unit nonresponse weighting classes – 10 year age groups, household size and nationality Propensity models on attrition based on various LFS characteristics Calibration GREG estimation

7 Results

8 Results

9 Results

10 Results

11 Non-nationals estimates
Conclusion Parallel weights DEFF and CV’s for Method 1 slightly higher Comparable estimates Differences rose with low sample counts Increasing margin of error with time Non-nationals estimates Both methods gave unsatisfactory estimates for non-nationals Method 2

12 Limitations Country and survey specific
No exact administrative source in Malta Under coverage in sampling frame Results may have varied if the difference between the sampling frame and benchmarks were minimal

13 Way Forward and other research
Further research on nonresponse bias Simulation study Address under coverage problems

14 THANK YOU FOR YOUR ATTENTION


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