Kevin L. McKinney, Andrew S. Green, Lars Vilhuber, John M. Abowd
arXiv 27 Jul 2020 · Econometrics · 1 citations (OpenAlex)
arXiv:2007.13275 · PDF · DOI · OpenAlex · Extracted main text
We report results from the first comprehensive total quality evaluation of five major indicators in the U.S. Census Bureau's Longitudinal Employer-Household Dynamics (LEHD) Program Quarterly Workforce Indicators (QWI): total flow-employment, beginning-of-quarter employment, full-quarter employment, average monthly earnings of full-quarter employees, and total quarterly payroll. Beginning-of-quarter employment is also the main tabulation variable in the LEHD Origin-Destination Employment Statistics (LODES) workplace reports as displayed in OnTheMap (OTM), including OnTheMap for Emergency Management. We account for errors due to coverage; record-level non-response; edit and imputation of item missing data; and statistical disclosure limitation. The analysis reveals that the five publication variables under study are estimated very accurately for tabulations involving at least 10 jobs. Tabulations involving three to nine jobs are a transition zone, where cells may be fit for use with caution. Tabulations involving one or two jobs, which are generally suppressed on fitness-for-use criteria in the QWI and synthesized in LODES, have substantial total variability but can still be used to estimate statistics for untabulated aggregates as long as the job count in the aggregate is more than 10.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | McKinney, Kevin L., Green, Andrew, Vilhuber, Lars, Abowd, John M (2017) Total Error and Variability Measures with Integrated Disclosure Limitation for Quarterly Workforce Indicators and LEHD Origin De… self | 1.000 | 7 | 4 | 100% |
| 2 | (2015) American Community Survey Multiyear Accuracy of the Data | 0.928 | 4 | 3 | 100% |
| 3 | Abowd, John M., Stephens, Bryce E., Vilhuber, Lars, Andersson, Fredr… (2009) The LEHD Infrastructure Files and the Creation of the Quarterly Workforce Indicators self | 0.874 | 8 | 2 | 100% |
| 4 | McKinney, Kevin M., Green, Andrew, Vilhuber, Lars, Abowd, John M (2020) Online Supplemental Materials for: "Total Error and Variability Measures for the Quarterly Workforce Indicators and LEHD Origin… self | 0.737 | 3 | 2 | 100% |
| 5 | Biemer, Paul P (2010) Total Survey Error: Design, Implementation, and Evaluation | 0.737 | 3 | 2 | 100% |
| 6 | Cochran, William G (1977) Sampling Techniques | 0.693 | 6 | 1 | 100% |
| 7 | Vilhuber, Lars, Hayward, Heath (2017) labordynamicsinstitute/qwi_schemas: LEHD Schema V4.1.0 self | 0.644 | 2 | 2 | 100% |
| 8 | Abowd, John M, Gittings, Kaj, McKinney, Kevin L, Stephens, Bryce E,… (2012) Dynamically consistent noise infusion and partially synthetic data as confidentiality protection measures for related time-series self | 0.511 | 2 | 1 | 100% |
| 9 | Dinur, Irit, Nissim, Kobbi (2003) Revealing information while preserving privacy | 0.405 | 1 | 1 | 100% |
| 10 | Dwork, Cynthia, McSherry, Frank, Nissim, Kobbi, Smith, Adam, Halevi,… (2006) Calibrating Noise to Sensitivity in Private Data Analysis | 0.405 | 1 | 1 | 100% |
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