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Papers Containing Tag(s): 'Census Bureau Disclosure Review Board'

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American Community Survey - 134

Federal Statistical Research Data Center - 130

Disclosure Review Board - 126

North American Industry Classification System - 122

Internal Revenue Service - 113

Longitudinal Business Database - 112

Protected Identification Key - 89

Longitudinal Employer Household Dynamics - 80

Current Population Survey - 78

Social Security Administration - 77

Center for Economic Studies - 67

Bureau of Labor Statistics - 67

National Science Foundation - 63

Social Security Number - 62

Ordinary Least Squares - 60

Decennial Census - 58

Employer Identification Numbers - 57

Social Security - 52

Business Register - 44

National Bureau of Economic Research - 44

W-2 - 42

Person Validation System - 42

Economic Census - 36

Federal Reserve Bank - 35

Bureau of Economic Analysis - 33

2010 Census - 33

Census Bureau Business Register - 31

Business Dynamics Statistics - 31

Annual Survey of Manufactures - 29

Census Numident - 28

Total Factor Productivity - 27

Survey of Income and Program Participation - 27

Department of Housing and Urban Development - 26

Standard Industrial Classification - 25

Census of Manufactures - 24

Person Identification Validation System - 24

Alfred P Sloan Foundation - 24

Office of Management and Budget - 23

Census of Manufacturing Firms - 23

Master Address File - 23

Personally Identifiable Information - 22

Adjusted Gross Income - 22

COVID-19 - 22

Federal Reserve System - 22

Metropolitan Statistical Area - 21

Housing and Urban Development - 21

County Business Patterns - 21

Annual Business Survey - 20

Department of Homeland Security - 20

Department of Economics - 19

Longitudinal Firm Trade Transactions Database - 19

Survey of Business Owners - 18

Accommodation and Food Services - 18

Quarterly Workforce Indicators - 18

Research Data Center - 18

Cobb-Douglas - 17

Quarterly Census of Employment and Wages - 17

Special Sworn Status - 17

Unemployment Insurance - 17

Patent and Trademark Office - 16

Technical Services - 16

National Center for Health Statistics - 16

Supplemental Nutrition Assistance Program - 16

National Center for Science and Engineering Statistics - 16

Earned Income Tax Credit - 16

Chicago Census Research Data Center - 16

Data Management System - 16

Herfindahl Hirschman Index - 16

Organization for Economic Cooperation and Development - 15

Individual Characteristics File - 15

Cornell University - 15

University of Maryland - 15

PSID - 15

Individual Taxpayer Identification Numbers - 15

Department of Labor - 14

1940 Census - 14

International Trade Research Report - 14

Census Household Composition Key - 14

National Institutes of Health - 13

Service Annual Survey - 13

National Institute on Aging - 13

Census Bureau Longitudinal Business Database - 13

Indian Health Service - 13

Retail Trade - 12

Integrated Public Use Microdata Series - 12

General Accounting Office - 12

ASEC - 12

Small Business Administration - 12

Arts, Entertainment - 11

Census Edited File - 11

Some Other Race - 11

Detailed Earnings Records - 11

Board of Governors - 11

Postal Service - 11

University of Chicago - 11

Environmental Protection Agency - 11

American Economic Association - 11

Wholesale Trade - 10

Securities and Exchange Commission - 10

Annual Survey of Entrepreneurs - 10

Department of Education - 10

Citizenship and Immigration Services - 10

Harmonized System - 10

National Longitudinal Survey of Youth - 10

AKM - 10

Generalized Method of Moments - 10

Disability Insurance - 10

SSA Numident - 10

Temporary Assistance for Needy Families - 10

New York University - 10

Cornell Institute for Social and Economic Research - 10

National Employer Survey - 9

United States Census Bureau - 9

MAFID - 9

World Trade Organization - 9

American Housing Survey - 9

University of Michigan - 9

Supreme Court - 9

NBER Summer Institute - 9

Census Bureau Person Identification Validation System - 9

MAF-ARF - 9

Core Based Statistical Area - 9

Health and Retirement Study - 8

Integrated Longitudinal Business Database - 8

Educational Services - 8

IQR - 8

Social and Economic Supplement - 8

Russell Sage Foundation - 8

Customs and Border Protection - 8

European Union - 8

Department of Agriculture - 8

Characteristics of Business Owners - 8

Health Care and Social Assistance - 8

Energy Information Administration - 8

Sloan Foundation - 8

Standard Statistical Establishment List - 8

Master Beneficiary Record - 8

Computer Assisted Personal Interview - 8

Social Science Research Institute - 8

Indian Housing Information Center - 8

Pew Research Center - 8

Company Organization Survey - 7

Standard Occupational Classification - 7

Occupational Employment Statistics - 7

Nonemployer Statistics - 7

NUMIDENT - 7

Stanford University - 7

Federal Register - 7

Business R&D and Innovation Survey - 7

Professional Services - 7

Medicaid Services - 7

Paycheck Protection Program - 7

Employment History File - 7

UC Berkeley - 7

Census Bureau Master Address File - 7

Business Formation Statistics - 7

Statistics Canada - 7

Department of Justice - 7

National Income and Product Accounts - 6

Public Administration - 6

Michigan Institute for Teaching and Research in Economics - 6

Research and Development - 6

Legal Form of Organization - 6

Yale University - 6

CPS ASEC - 6

IBM - 6

Initial Public Offering - 6

Consumer Expenditure Survey - 6

Financial, Insurance and Real Estate Industries - 6

Business Research and Development and Innovation Survey - 6

Urban Institute - 6

Centers for Medicare - 6

Department of Energy - 6

Employer Characteristics File - 6

Centers for Disease Control and Prevention - 6

Current Population Survey Annual Social and Economic Supplement - 6

Duke University - 6

Journal of Economic Literature - 6

Council of Economic Advisers - 6

Information and Communication Technology Survey - 6

National Opinion Research Center - 5

Department of Defense - 5

Census of Retail Trade - 5

Ohio State University - 5

Geographic Information Systems - 5

Census Bureau Business Dynamics Statistics - 5

MTO - 5

Opportunity Atlas - 5

Survey of Consumer Finances - 5

Survey of Industrial Research and Development - 5

Management and Organizational Practices Survey - 5

National Establishment Time Series - 5

Agriculture, Forestry - 5

Federal Poverty Level - 5

Census Bureau Center for Economic Studies - 5

Center for Administrative Records Research - 5

Economic Research Service - 5

Federal Insurance Contribution Act - 5

National Academy of Sciences - 5

Harvard University - 5

Boston College - 5

Administrative Records - 5

National Ambient Air Quality Standards - 5

PIKed - 5

Federal Reserve Board of Governors - 5

Michigan Institute for Data Science - 5

George Mason University - 5

Herfindahl-Hirschman - 5

Retirement History Survey - 5

Public Use Micro Sample - 5

LEHD Program - 5

North American Industry Classi - 5

Code of Federal Regulations - 4

Office of Personnel Management - 4

Department of Health and Human Services - 4

Minnesota Population Center - 4

North American Free Trade Agreement - 4

Columbia University - 4

Robert Wood Johnson Foundation - 4

University of Toronto - 4

American Immigration Council - 4

IZA - 4

Center for Administrative Records Research and Applications - 4

Ewing Marion Kauffman Foundation - 4

Net Present Value - 4

International Trade Commission - 4

Limited Liability Company - 4

Regression Discontinuity Design - 4

Manufacturing Energy Consumption Survey - 4

Society of Labor Economists - 4

Princeton University - 4

2SLS - 4

State Energy Data System - 4

TFPR - 4

European Commission - 4

World Bank - 4

Kauffman Foundation - 4

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 3

Census of Services - 3

Center for Research in Security Prices - 3

Survey of Manufacturing Technology - 3

Commodity Flow Survey - 3

United Nations - 3

Longitudinal Research Database - 3

Brookings Institution - 3

Toxics Release Inventory - 3

Penn State University - 3

Harvard Business School - 3

CDF - 3

Cumulative Density Function - 3

Quarterly Journal of Economics - 3

American Economic Review - 3

Composite Person Record - 3

Business Services - 3

Bureau of Labor - 3

Department of Commerce - 3

Master Earnings File - 3

TFPQ - 3

Linear Probability Models - 3

Current Employment Statistics - 3

Federal Trade Commission - 3

Medical Expenditure Panel Survey - 3

Journal of Econometrics - 3

Local Employment Dynamics - 3

Foreign Direct Investment - 3

COMPUSTAT - 3

University of Minnesota - 3

Agency for Healthcare Research and Quality - 3

University of California Los Angeles - 3

National Research Council - 3

John Voorheis - 21

Lucia Foster - 20

John Haltiwanger - 16

John M. Abowd - 14

Nathan Goldschlag - 12

J. David Brown - 11

Jonathan Eggleston - 10

Emin Dinlersoz - 10

Sonya R. Porter - 10

Fariha Kamal - 9

Catherine Buffington - 9

Moises Yi - 9

Lars Vilhuber - 8

Maggie R. Jones - 8

Kevin Rinz - 8

Cristina Tello-Trillo - 7

Zachary Kroff - 7

Cheryl Grim - 6

Zoltan Wolf - 6

Jay Stewart - 6

Martha Stinson - 6

Randall Akee - 6

Jonathan Colmer - 6

Lawrence Warren - 6

Kevin L. McKinney - 6

Misty L. Heggeness - 6

Joseph Staudt - 5

Ariel J. Binder - 5

Nikolas Zolas - 5

Thomas B. Foster - 5

Renuka Bhaskar - 5

Leah R. Clark - 5

Kendall Houghton - 5

Marta Murray-Close - 5

G. Jacob Blackwood - 4

Cindy Cunningham - 4

Sabrina Wulff Pabilonia - 4

Ryan Monarch - 4

Nicholas Bloom - 4

Kristina McElheran - 4

Erik Brynjolfsson - 4

Teresa C. Fort - 4

Sabrina T. Howell - 4

Charles Hokayem - 4

Eva Lyubich - 4

Amanda Eng - 4

Reed Walker - 4

Gloria G. Aldana - 4

Nikolas Pharris-Ciurej - 4

Leticia Fernandez - 4

Danielle H. Sandler - 4

Dominic A. Smith - 3

Cody Tuttle - 3

Rachel Nesbit - 3

Kristin Sandusky - 3

Ethan Lewis - 3

Robert Ashmead - 3

Daniel Kifer - 3

Philip Leclerc - 3

Rolando A. Rodríguez - 3

Tamara Adams - 3

David Darais - 3

Sourya Dey - 3

Simson L. Garfinkel - 3

Scott Moore - 3

Ramy N. Tadros - 3

Yoshiki Ando - 3

Steven J. Davis - 3

Emilia Simeonova - 3

David Card - 3

Jesse Rothstein - 3

Peter Schott - 3

Sean Wang - 3

Seula Kim - 3

Richard Mansfield - 3

Ethan Krohn - 3

Mary Munro - 3

Jennifer Withrow - 3

Emek Basker - 3

Suvy Qin - 3

Kyle Handley - 3

Timothy R. Wojan - 3

Adela Luque - 3

Carl Lieberman - 3

Garrett Anstreicher - 3

Gale Boyd - 3

Matthew Doolin - 3

James M. Noon - 3

James P. Ziliak - 3

Parag Mahajan - 3

Sharon R. Ennis - 3

Matthew Staiger - 3

J. Daniel Kim - 3

Sarah Miller - 3

Laura Wherry - 3

Javier Miranda - 3

Shawn Klimek - 3

Victoria Udalova - 3

earnings - 60

employed - 59

labor - 58

employ - 57

population - 55

workforce - 54

survey - 52

recession - 49

respondent - 44

ethnicity - 40

hispanic - 34

manufacturing - 33

employee - 33

market - 33

minority - 32

disparity - 32

immigrant - 32

disadvantaged - 31

innovation - 31

economist - 30

revenue - 30

sector - 30

payroll - 30

census bureau - 28

entrepreneur - 27

earner - 27

estimating - 26

disclosure - 26

growth - 26

poverty - 26

resident - 26

investment - 26

entrepreneurship - 25

company - 25

racial - 25

economically - 25

industrial - 25

salary - 24

expenditure - 24

ethnic - 24

census data - 23

statistical - 23

enterprise - 23

socioeconomic - 23

race - 23

export - 23

irs - 23

immigration - 23

gdp - 22

tax - 22

neighborhood - 21

macroeconomic - 21

patent - 21

production - 21

econometric - 21

hiring - 20

sale - 20

residence - 20

agency - 20

trend - 19

housing - 19

spillover - 19

welfare - 19

data census - 18

demand - 18

venture - 18

finance - 18

heterogeneity - 18

worker - 18

unemployed - 18

data - 18

import - 17

financial - 17

migrant - 17

percentile - 16

enrollment - 16

report - 16

segregation - 16

rent - 16

incentive - 16

endogeneity - 16

1040 - 16

quarterly - 15

corporation - 15

family - 15

entrepreneurial - 15

intergenerational - 15

citizen - 15

occupation - 14

residential - 14

technological - 14

loan - 14

relocation - 14

use census - 13

inventory - 13

record - 13

eligibility - 13

investor - 13

exporter - 13

impact - 13

patenting - 13

discrimination - 13

microdata - 13

taxpayer - 13

graduate - 12

earn - 12

state - 12

rural - 12

funding - 12

job - 12

hire - 12

establishment - 12

datasets - 12

federal - 12

aggregate - 11

imputation - 11

proprietor - 11

census responses - 11

wealth - 11

importer - 11

estimation - 11

manufacturer - 11

black - 11

researcher - 11

medicaid - 11

bias - 11

census employment - 10

parent - 10

innovate - 10

employment growth - 10

white - 10

migration - 10

productivity growth - 9

efficiency - 9

incorporated - 9

parental - 9

child - 9

coverage - 9

proprietorship - 9

assessed - 9

retirement - 9

home - 9

renter - 9

community - 9

pandemic - 9

metropolitan - 9

trading - 9

lender - 9

employment earnings - 9

financing - 9

household surveys - 9

monopolistic - 9

native - 9

urban - 9

migrate - 9

profit - 9

filing - 9

environmental - 9

emission - 9

census household - 9

mexican - 9

commerce - 8

eligible - 8

enrolled - 8

census disclosure - 8

mortgage - 8

ssa - 8

labor markets - 8

prevalence - 8

acquisition - 8

poorer - 8

shipment - 8

multinational - 8

supplier - 8

imported - 8

borrower - 8

lending - 8

debt - 8

produce - 8

invention - 8

innovative - 8

productive - 8

innovating - 8

organizational - 8

city - 8

migrating - 8

geographically - 8

dependent - 8

income data - 8

pollution - 8

economic census - 7

retailer - 7

wholesale - 7

productivity dispersion - 7

generation - 7

homeowner - 7

insurance - 7

latino - 7

segregated - 7

price - 7

consumption - 7

tariff - 7

exporting - 7

investing - 7

invest - 7

census survey - 7

subsidy - 7

startup - 7

relocate - 7

employment statistics - 7

mobility - 7

reside - 7

citizenship - 7

stock - 7

bank - 7

exogeneity - 7

confidentiality - 7

woman - 7

saving - 7

regional - 7

adoption - 7

competitor - 7

workers earnings - 7

sampling - 6

university - 6

opportunity - 6

associate - 6

institutional - 6

warehousing - 6

database - 6

labor statistics - 6

regress - 6

maternal - 6

mortality - 6

asian - 6

propensity - 6

rurality - 6

founder - 6

credit - 6

importing - 6

earnings employees - 6

equity - 6

fund - 6

2010 census - 6

prospect - 6

security - 6

technology - 6

growth productivity - 6

innovator - 6

employment estimates - 6

employment data - 6

workplace - 6

employment trends - 6

borrowing - 6

banking - 6

leverage - 6

provided census - 6

epa - 6

pollution exposure - 6

sectoral - 6

monopolistically - 6

pollutant - 6

policymakers - 6

birth - 6

analysis - 6

research - 6

accounting - 6

average - 5

wage gap - 5

educated - 5

measures productivity - 5

aggregate productivity - 5

spending - 5

subsidiary - 5

retail - 5

merchandise - 5

degree - 5

decade - 5

education - 5

house - 5

indian - 5

benefit - 5

suburb - 5

international trade - 5

foreign - 5

firms export - 5

multinational firms - 5

creditor - 5

commodity - 5

exported - 5

risk - 5

sociology - 5

effects employment - 5

productivity estimates - 5

productivity shocks - 5

factory - 5

region - 5

unobserved - 5

longitudinal - 5

census records - 5

shift - 5

survey households - 5

population survey - 5

geographic - 5

wage growth - 5

family income - 5

household income - 5

income households - 5

income children - 5

immigrant workers - 5

globalization - 5

public - 5

concentration - 5

exposure - 5

ownership - 5

linked census - 5

outsourced - 5

surveys censuses - 5

research census - 5

employing - 5

gender - 5

unemployment rates - 5

medicare - 5

externality - 5

study - 5

product - 5

industry concentration - 5

regressing - 5

estimator - 5

industry productivity - 5

regulation - 5

assimilation - 5

classified - 5

census research - 5

productivity measures - 5

reporting - 5

statistician - 5

assessing - 4

college - 4

earnings gap - 4

information census - 4

fiscal - 4

customer - 4

executive - 4

corporate - 4

merger - 4

grocery - 4

sector productivity - 4

residing - 4

career - 4

nonemployer businesses - 4

schooling - 4

adulthood - 4

death - 4

disability - 4

country - 4

recessionary - 4

agriculture - 4

health - 4

residential segregation - 4

suburbanization - 4

technology adoption - 4

good - 4

consumer - 4

purchase - 4

downstream - 4

trader - 4

sourcing - 4

disaster - 4

hurricane - 4

town - 4

effect wages - 4

census 2020 - 4

firms patents - 4

patents firms - 4

factor productivity - 4

depreciation - 4

business startups - 4

area - 4

layoff - 4

developed - 4

patented - 4

employment dynamics - 4

worker demographics - 4

longitudinal employer - 4

employment distribution - 4

moving - 4

specialization - 4

shareholder - 4

bankruptcy - 4

borrow - 4

income individuals - 4

immigrated - 4

custom - 4

privacy - 4

publicly - 4

industry wages - 4

endogenous - 4

census linked - 4

labor productivity - 4

survey income - 4

tenure - 4

electricity - 4

energy - 4

earnings age - 4

employment wages - 4

taxation - 4

matching - 4

recession exposure - 4

subsidized - 4

cost - 4

indicator - 4

policy - 4

immigrant entrepreneurs - 4

renewable - 4

union - 4

fertility - 4

earnings workers - 4

employment measures - 4

censuses surveys - 4

budget - 3

rate - 3

sample - 3

consolidated - 3

department - 3

identifier - 3

dispersion productivity - 3

warehouse - 3

productivity variation - 3

mother - 3

preschool - 3

cohort - 3

midwest - 3

urbanized - 3

exporters multinationals - 3

export market - 3

affluent - 3

wage earnings - 3

crime - 3

asset - 3

firm patenting - 3

productivity dynamics - 3

wage effects - 3

patenting firms - 3

work census - 3

turnover - 3

collateral - 3

aging - 3

younger firms - 3

wages employment - 3

firms age - 3

firms young - 3

autoregressive - 3

growth employment - 3

shock - 3

information - 3

relocating - 3

firms import - 3

expense - 3

restaurant - 3

apartment - 3

location - 3

outsourcing - 3

exogenous - 3

income survey - 3

neighbor - 3

records census - 3

race census - 3

fuel - 3

larger firms - 3

interracial - 3

employment effects - 3

impact employment - 3

parents income - 3

earnings growth - 3

income neighborhoods - 3

volatility - 3

ancestry - 3

firms grow - 3

poor - 3

industry variation - 3

network - 3

reallocation productivity - 3

geography - 3

oligopolistic - 3

regulatory - 3

utility - 3

enforcement - 3

locality - 3

wage data - 3

polluting - 3

econometrician - 3

earnings inequality - 3

pregnancy - 3

mandate - 3

tech - 3

business data - 3

employer household - 3

employment count - 3

measures employment - 3

workforce indicators - 3

employed census - 3

statistical agencies - 3

Viewing papers 291 through 297 of 297


  • Working Paper

    WHY IMMIGRANTS LEAVE NEW DESTINATIONS AND WHERE DO THEY GO?

    June 2013

    Working Paper Number:

    CES-13-32

    Immigrants have a markedly higher likelihood of migrating internally if they live in new estinations. This paper looks at why that pattern occurs and at how immigrants' out-migration to new versus traditional destinations responds to their labor market economic and industrial structure, nativity origins and concentration, geographic region, and 1995 labor market type. Confidential data from the 2000 and 1990 decennial censuses are used for the analysis. Metropolitan and non-metropolitan areas are categorized into 741 local labor markets and classified as new or traditional based on their nativity concentrations of immigrants from the largest Asian, Caribbean and Latin American origins. The analysis showed that immigrants were less likely to migrate to new destinations if they lived in areas of higher nativity concentration, foreign-born population growth, and wages but more likely to make that move if they were professionals, agricultural or blue collar workers, highly educated, fluent in English, and lived in other new destinations. While most immigrants are more likely to migrate to new rather than traditional destinations that outcome differs sharply for immigrants from different origins and for some immigrants, particularly those from the Caribbean, the dispersal process to new destinations has barely started.
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  • Working Paper

    Dynamically Consistent Noise Infusion and Partially Synthetic Data as Confidentiality Protection Measures for Related Time Series

    July 2012

    Working Paper Number:

    CES-12-13

    The Census Bureau's Quarterly Workforce Indicators (QWI) provide detailed quarterly statistics on employment measures such as worker and job flows, tabulated by worker characteristics in various combinations. The data are released for several levels of NAICS industries and geography, the lowest aggregation of the latter being counties. Disclosure avoidance methods are required to protect the information about individuals and businesses that contribute to the underlying data. The QWI disclosure avoidance mechanism we describe here relies heavily on the use of noise infusion through a permanent multiplicative noise distortion factor, used for magnitudes, counts, differences and ratios. There is minimal suppression and no complementary suppressions. To our knowledge, the release in 2003 of the QWI was the first large-scale use of noise infusion in any official statistical product. We show that the released statistics are analytically valid along several critical dimensions { measures are unbiased and time series properties are preserved. We provide an analysis of the degree to which confidentiality is protected. Furthermore, we show how the judicious use of synthetic data, injected into the tabulation process, can completely eliminate suppressions, maintain analytical validity, and increase the protection of the underlying confidential data.
    View Full Paper PDF
  • Working Paper

    Resolving the Tension Between Access and Confidentiality: Past Experience and Future Plans at the U.S. Census Bureau

    September 2009

    Working Paper Number:

    CES-09-33

    This paper provides an historical context for access to U.S. Federal statistical data with a primary focus on the U.S. Census Bureau. We review the various modes used by the Census Bureau to make data available to users, and highlight the costs and benefits associated with each. We highlight some of the specific improvements underway or under consideration at the Census Bureau to better serve its data users, as well as discuss the broad strategies employed by statistical agencies to respond to the challenges of data access.
    View Full Paper PDF
  • Working Paper

    Discretionary Disclosure in Financial Reporting: An Examination Comparing Internal Firm Data to Externally Reported Segment Data

    September 2009

    Working Paper Number:

    CES-09-28

    We use confidential, U.S. Census Bureau, plant-level data to investigate aggregation in external reporting. We compare firms' plant-level data to their published segment reports, conducting our tests by grouping a firm's plants that share the same four-digit SIC code into a 'pseudo-segment.' We then determine whether that pseudo-segment is disclosed as an external segment, or whether it is subsumed into a different business unit for external reporting purposes. We find pseudo-segments are more likely to be aggregated within a line-of-business segment when the agency and proprietary costs of separately reporting the pseudo-segment are higher and when firm and pseudo-segment characteristics allow for more discretion in the application of segment reporting rules. For firms reporting multiple external segments, aggregation of pseudo-segments is driven by both agency and proprietary costs. However, for firms reporting a single external segment, we find no evidence of an agency cost motive for aggregation.
    View Full Paper PDF
  • Working Paper

    Consistent Cell Means for Topcoded Incomes in the Public Use March CPS (1976-2007)

    March 2008

    Working Paper Number:

    CES-08-06

    Using the internal March CPS, we create and in this paper distribute to the larger research community a cell mean series that provides the mean of all income values above the topcode for any income source of any individual in the public use March CPS that has been topcoded since 1976. We also describe our construction of this series. When we use this series together with the public use March CPS, we closely match the yearly mean income levels and income inequalities of the U.S. population found using the internal March CPS data.
    View Full Paper PDF
  • Working Paper

    Access Methods for United States Microdata

    August 2007

    Working Paper Number:

    CES-07-25

    Beyond the traditional methods of tabulations and public-use microdata samples, statistical agencies have developed four key alternatives for providing non-government researchers with access to confidential microdata to improve statistical modeling. The first, licensing, allows qualified researchers access to confidential microdata at their own facilities, provided certain security requirements are met. The second, statistical data enclaves, offer qualified researchers restricted access to confidential economic and demographic data at specific agency-controlled locations. Third, statistical agencies can offer remote access, through a computer interface, to the confidential data under automated or manual controls. Fourth, synthetic data developed from the original data but retaining the correlations in the original data have the potential for allowing a wide range of analyses.
    View Full Paper PDF
  • Working Paper

    Confidentiality Protection in the Census Bureau Quarterly Workforce Indicators

    February 2006

    Working Paper Number:

    tp-2006-02

    The QuarterlyWorkforce Indicators are new estimates developed by the Census Bureau's Longitudinal Employer-Household Dynamics Program as a part of its Local Employment Dynamics partnership with 37 state Labor Market Information offices. These data provide detailed quarterly statistics on employment, accessions, layoffs, hires, separations, full-quarter employment (and related flows), job creations, job destructions, and earnings (for flow and stock categories of workers). The data are released for NAICS industries (and 4-digit SICs) at the county, workforce investment board, and metropolitan area levels of geography. The confidential microdata - unemployment insurance wage records, ES-202 establishment employment, and Title 13 demographic and economic information - are protected using a permanent multiplicative noise distortion factor. This factor distorts all input sums, counts, differences and ratios. The released statistics are analytically valid - measures are unbiased and time series properties are preserved. The confidentiality protection is manifested in the release of some statistics that are flagged as "significantly distorted to preserve confidentiality." These statistics differ from the undistorted statistics by a significant proportion. Even for the significantly distorted statistics, the data remain analytically valid for time series properties. The released data can be aggregated; however, published aggregates are less distorted than custom postrelease aggregates. In addition to the multiplicative noise distortion, confidentiality protection is provided by the estimation process for the QWIs, which multiply imputes all missing data (including missing establishment, given UI account, in the UI wage record data) and dynamically re-weights the establishment data to provide state-level comparability with the BLS's Quarterly Census of Employment and Wages.
    View Full Paper PDF