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

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American Community Survey - 138

Federal Statistical Research Data Center - 134

Disclosure Review Board - 129

North American Industry Classification System - 125

Internal Revenue Service - 118

Longitudinal Business Database - 117

Protected Identification Key - 90

Longitudinal Employer Household Dynamics - 81

Social Security Administration - 78

Current Population Survey - 78

Center for Economic Studies - 71

Bureau of Labor Statistics - 68

National Science Foundation - 65

Social Security Number - 63

Employer Identification Numbers - 60

Decennial Census - 60

Ordinary Least Squares - 60

Social Security - 53

National Bureau of Economic Research - 48

Business Register - 44

W-2 - 43

Person Validation System - 42

Federal Reserve Bank - 38

Economic Census - 37

Business Dynamics Statistics - 34

2010 Census - 34

Census Bureau Business Register - 33

Bureau of Economic Analysis - 33

Annual Survey of Manufactures - 29

Total Factor Productivity - 28

Census Numident - 28

Survey of Income and Program Participation - 27

Standard Industrial Classification - 26

Department of Housing and Urban Development - 26

Federal Reserve System - 25

Alfred P Sloan Foundation - 25

Person Identification Validation System - 25

Census of Manufacturing Firms - 24

Adjusted Gross Income - 24

Master Address File - 24

Census of Manufactures - 24

Office of Management and Budget - 23

COVID-19 - 23

County Business Patterns - 22

Personally Identifiable Information - 22

Department of Homeland Security - 21

Metropolitan Statistical Area - 21

Housing and Urban Development - 21

Longitudinal Firm Trade Transactions Database - 20

Department of Economics - 20

Annual Business Survey - 20

Patent and Trademark Office - 18

Herfindahl Hirschman Index - 18

Unemployment Insurance - 18

Quarterly Census of Employment and Wages - 18

Survey of Business Owners - 18

Accommodation and Food Services - 18

Special Sworn Status - 18

Quarterly Workforce Indicators - 18

Research Data Center - 18

Cobb-Douglas - 17

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

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

Census Bureau Longitudinal Business Database - 14

Department of Labor - 14

1940 Census - 14

International Trade Research Report - 14

Census Household Composition Key - 14

Board of Governors - 13

National Institutes of Health - 13

Service Annual Survey - 13

National Institute on Aging - 13

Indian Health Service - 13

Environmental Protection Agency - 12

University of Chicago - 12

Department of Education - 12

Retail Trade - 12

Integrated Public Use Microdata Series - 12

General Accounting Office - 12

ASEC - 12

Small Business Administration - 12

American Economic Association - 12

SSA Numident - 11

Arts, Entertainment - 11

Census Edited File - 11

Some Other Race - 11

Detailed Earnings Records - 11

Postal Service - 11

World Trade Organization - 10

Supreme Court - 10

Wholesale Trade - 10

Securities and Exchange Commission - 10

Annual Survey of Entrepreneurs - 10

Citizenship and Immigration Services - 10

University of Michigan - 10

Harmonized System - 10

National Longitudinal Survey of Youth - 10

AKM - 10

Generalized Method of Moments - 10

Disability Insurance - 10

Temporary Assistance for Needy Families - 10

New York University - 10

Cornell Institute for Social and Economic Research - 10

Department of Agriculture - 9

European Union - 9

Energy Information Administration - 9

IQR - 9

Stanford University - 9

Health and Retirement Study - 9

National Employer Survey - 9

United States Census Bureau - 9

MAFID - 9

American Housing Survey - 9

NBER Summer Institute - 9

Census Bureau Person Identification Validation System - 9

MAF-ARF - 9

Core Based Statistical Area - 9

UC Berkeley - 8

Census Bureau Master Address File - 8

Integrated Longitudinal Business Database - 8

Educational Services - 8

Social and Economic Supplement - 8

COVID - 8

Russell Sage Foundation - 8

Customs and Border Protection - 8

Characteristics of Business Owners - 8

Health Care and Social Assistance - 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

Business Formation Statistics - 8

Herfindahl-Hirschman - 7

National Income and Product Accounts - 7

Department of Energy - 7

Employer Characteristics File - 7

Oil and Gas Extraction - 7

Initial Public Offering - 7

Survey of Consumer Finances - 7

Company Organization Survey - 7

Standard Occupational Classification - 7

Occupational Employment Statistics - 7

Nonemployer Statistics - 7

NUMIDENT - 7

Federal Register - 7

Business R&D and Innovation Survey - 7

Business Research and Development and Innovation Survey - 7

Professional Services - 7

Medicaid Services - 7

Workforce Information Council Administrative Wage Record Enhancement Study Group - 7

Paycheck Protection Program - 7

Employment History File - 7

Population Estimates Program - 7

Selective Service System - 7

Statistics Canada - 7

Department of Justice - 7

Survey of Industrial Research and Development - 6

National Academy of Sciences - 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

Department of State - 6

IBM - 6

Consumer Expenditure Survey - 6

Financial, Insurance and Real Estate Industries - 6

Urban Institute - 6

Centers for Medicare - 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

Retirement History Survey - 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

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

Form W-2 - 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

Public Use Micro Sample - 5

LEHD Program - 5

North American Industry Classi - 5

Center for Research in Security Prices - 4

National Research Council - 4

Cumulative Density Function - 4

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

United Nations - 4

Federal Statistical System - 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

Federal Emergency Management Agency - 4

2SLS - 4

State Energy Data System - 4

TFPR - 4

European Commission - 4

World Bank - 4

Kauffman Foundation - 4

LODES - 4

University of California - 3

Employer-Household Dynamics - 3

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 3

Census of Services - 3

University of Texas - 3

Survey of Manufacturing Technology - 3

Commodity Flow Survey - 3

Food and Nutrition Service - 3

Longitudinal Research Database - 3

Brookings Institution - 3

Toxics Release Inventory - 3

Penn State University - 3

Harvard Business School - 3

CDF - 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

General Social Survey - 3

Current Employment Statistics - 3

Federal Trade Commission - 3

Georgetown University - 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

Guzman and Stern - 3

John Voorheis - 22

Lucia Foster - 20

John Haltiwanger - 17

John M. Abowd - 14

Nathan Goldschlag - 12

Emin Dinlersoz - 11

J. David Brown - 11

Fariha Kamal - 10

Jonathan Eggleston - 10

Sonya R. Porter - 10

Catherine Buffington - 9

Moises Yi - 9

Lars Vilhuber - 8

Maggie R. Jones - 8

Kevin Rinz - 8

Leah R. Clark - 7

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

Kendall Houghton - 5

Marta Murray-Close - 5

Emek Basker - 4

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

Andrew Penner - 3

Michelle Spiegel - 3

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

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 - 61

employed - 60

employ - 58

labor - 58

population - 57

workforce - 56

survey - 53

recession - 49

respondent - 44

ethnicity - 42

market - 35

hispanic - 35

disparity - 34

innovation - 33

manufacturing - 33

employee - 33

revenue - 32

minority - 32

immigrant - 32

economist - 31

disadvantaged - 31

census bureau - 30

sector - 30

payroll - 30

growth - 28

investment - 28

entrepreneur - 28

poverty - 27

earner - 27

industrial - 26

economically - 26

socioeconomic - 26

ethnic - 26

entrepreneurship - 26

estimating - 26

company - 26

disclosure - 26

resident - 26

statistical - 25

racial - 25

macroeconomic - 24

export - 24

irs - 24

salary - 24

expenditure - 24

immigration - 24

patent - 23

gdp - 23

census data - 23

enterprise - 23

race - 23

sale - 22

production - 22

tax - 22

hiring - 21

neighborhood - 21

econometric - 21

venture - 20

trend - 20

residence - 20

agency - 20

worker - 19

demand - 19

housing - 19

spillover - 19

welfare - 19

import - 18

financial - 18

percentile - 18

data census - 18

finance - 18

heterogeneity - 18

unemployed - 18

data - 18

1040 - 17

report - 17

enrollment - 17

rent - 17

migrant - 17

quarterly - 16

intergenerational - 16

entrepreneurial - 16

segregation - 16

incentive - 16

endogeneity - 16

technological - 15

inventory - 15

patenting - 15

occupation - 15

relocation - 15

loan - 15

use census - 15

eligibility - 15

corporation - 15

family - 15

citizen - 15

exporter - 14

impact - 14

state - 14

residential - 14

job - 13

earn - 13

record - 13

investor - 13

discrimination - 13

microdata - 13

taxpayer - 13

wealth - 12

graduate - 12

proprietor - 12

rural - 12

funding - 12

hire - 12

establishment - 12

datasets - 12

federal - 12

innovate - 11

migration - 11

aggregate - 11

imputation - 11

census responses - 11

importer - 11

estimation - 11

manufacturer - 11

black - 11

researcher - 11

medicaid - 11

bias - 11

trading - 10

monopolistic - 10

acquisition - 10

prevalence - 10

enrolled - 10

retirement - 10

incorporated - 10

census employment - 10

parent - 10

employment growth - 10

white - 10

shipment - 9

innovative - 9

invention - 9

innovating - 9

bank - 9

debt - 9

eligible - 9

census disclosure - 9

income data - 9

productivity growth - 9

efficiency - 9

parental - 9

child - 9

coverage - 9

proprietorship - 9

assessed - 9

home - 9

renter - 9

community - 9

pandemic - 9

metropolitan - 9

lender - 9

employment earnings - 9

financing - 9

household surveys - 9

organizational - 9

native - 9

urban - 9

migrate - 9

profit - 9

geographically - 9

filing - 9

environmental - 9

emission - 9

census household - 9

mexican - 9

exporting - 8

exogeneity - 8

relocate - 8

adoption - 8

commerce - 8

mortgage - 8

ssa - 8

labor markets - 8

poorer - 8

multinational - 8

supplier - 8

imported - 8

borrower - 8

lending - 8

stock - 8

produce - 8

productive - 8

startup - 8

city - 8

migrating - 8

dependent - 8

pollution - 8

technology - 7

regress - 7

accounting - 7

borrowing - 7

equity - 7

fund - 7

analysis - 7

study - 7

mortality - 7

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

investing - 7

invest - 7

census survey - 7

subsidy - 7

employment statistics - 7

mobility - 7

reside - 7

citizenship - 7

banking - 7

confidentiality - 7

woman - 7

saving - 7

regional - 7

competitor - 7

workers earnings - 7

product - 6

exported - 6

shift - 6

unemployment rates - 6

creditor - 6

family income - 6

parents income - 6

sampling - 6

university - 6

opportunity - 6

associate - 6

institutional - 6

productivity measures - 6

warehousing - 6

database - 6

labor statistics - 6

maternal - 6

suburb - 6

asian - 6

propensity - 6

rurality - 6

founder - 6

credit - 6

importing - 6

earnings employees - 6

2010 census - 6

prospect - 6

security - 6

growth productivity - 6

innovator - 6

employment estimates - 6

employment data - 6

workplace - 6

employment trends - 6

leverage - 6

provided census - 6

epa - 6

pollution exposure - 6

sectoral - 6

census estimates - 6

monopolistically - 6

pollutant - 6

policymakers - 6

birth - 6

research - 6

custom - 5

trader - 5

merger - 5

specialization - 5

patented - 5

layoff - 5

borrow - 5

disability - 5

www census - 5

income white - 5

average - 5

wage gap - 5

educated - 5

measures productivity - 5

aggregate productivity - 5

spending - 5

subsidiary - 5

retail - 5

merchandise - 5

degree - 5

nonemployer businesses - 5

decade - 5

education - 5

house - 5

income housing - 5

adopt - 5

indian - 5

benefit - 5

applicant - 5

international trade - 5

foreign - 5

firms export - 5

multinational firms - 5

commodity - 5

risk - 5

sociology - 5

effects employment - 5

productivity estimates - 5

productivity shocks - 5

factory - 5

business startups - 5

region - 5

unobserved - 5

longitudinal - 5

census records - 5

survey households - 5

population survey - 5

geographic - 5

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household income - 5

income households - 5

income children - 5

immigrant workers - 5

globalization - 5

public - 5

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exposure - 5

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linked census - 5

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fuel - 4

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paper census - 4

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college - 4

earnings gap - 4

information census - 4

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customer - 4

executive - 4

corporate - 4

grocery - 4

sector productivity - 4

residing - 4

career - 4

postsecondary - 4

schooling - 4

adulthood - 4

death - 4

country - 4

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health - 4

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good - 4

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purchase - 4

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disaster - 4

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town - 4

effect wages - 4

census 2020 - 4

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factor productivity - 4

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area - 4

developed - 4

employment dynamics - 4

worker demographics - 4

longitudinal employer - 4

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moving - 4

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bankruptcy - 4

income individuals - 4

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available census - 4

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tenure - 4

electricity - 4

energy - 4

earnings age - 4

employment wages - 4

taxation - 4

matching - 4

recession exposure - 4

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policy - 4

immigrant entrepreneurs - 4

renewable - 4

union - 4

fertility - 4

earnings workers - 4

employment measures - 4

censuses surveys - 4

earnings mobility - 4

pension - 3

estimates intergenerational - 3

grandparent - 3

budget - 3

rate - 3

sample - 3

earns - 3

consolidated - 3

department - 3

identifier - 3

dispersion productivity - 3

warehouse - 3

productivity distribution - 3

productivity variation - 3

mother - 3

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cohort - 3

outcome - 3

midwest - 3

urbanized - 3

exporters multinationals - 3

export market - 3

affluent - 3

wage earnings - 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

taxable - 3

restaurant - 3

apartment - 3

location - 3

outsourcing - 3

exogenous - 3

entry productivity - 3

employment increases - 3

income survey - 3

neighbor - 3

records census - 3

restriction - 3

race census - 3

larger firms - 3

interracial - 3

employment effects - 3

impact employment - 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

utility - 3

enforcement - 3

locality - 3

wage data - 3

polluting - 3

econometrician - 3

earnings inequality - 3

pregnancy - 3

mandate - 3

individuals census - 3

business data - 3

employer household - 3

employment count - 3

measures employment - 3

workforce indicators - 3

employed census - 3

statistical agencies - 3

Viewing papers 11 through 20 of 306


  • Working Paper

    Manufacturing Dispersion: How Data Cleaning Choices Affect Measured Misallocation and Productivity Growth in the Annual Survey of Manufactures

    September 2025

    Working Paper Number:

    CES-25-67

    Measurement of dispersion of productivity levels and productivity growth rates across businesses is a key input for answering a variety of important economic questions, such as understanding the allocation of economic inputs across businesses and over time. While item nonresponse is a readily quantifiable issue, we show there is also misreporting by respondents in the Annual Survey of Manufactures (ASM). Aware of these measurement issues, the Census Bureau edits and imputes survey responses before tabulation and dissemination. However, edit and imputation methods that are suitable for publishing aggregate totals may not be suitable for estimating other measures from the microdata. We show that the methods used dramatically affect estimates of productivity dispersion, allocative efficiency, and aggregate productivity growth. Using a Bayesian approach for editing and imputation, we model the joint distributions of all variables needed to estimate these measures, and we quantify the degree of uncertainty in the estimates due to imputations for faulty or missing data.
    View Full Paper PDF
  • Working Paper

    'Class of Customer' Question from the US Economic Census

    September 2025

    Working Paper Number:

    CES-25-66

    The Economic Census (EC) collects detailed information on the class of customers served by establishments'for example, the share of an establishment's sales to other businesses or to government entities'for a subset of sectors in the economy. In this paper, we evaluate the data from the 'Class of Customer' question from the EC, with a particular focus on sales to the government. These data have seldom been used in empirical research and are unique in that they enable researchers to link establishment-level Census data with information on government procurement. We compile and analyze large volumes of publicly available tabulated data about the class of customer question over time. Using these data, we document three main findings. First, total sales to government from establishments covered by the class of customer question account for approximately 4 percent of GDP'just under half of total government procurement as measured in the national accounts. Second, the sectoral distribution of government expenditure is significantly different from that of private sector spending. Certain industries, such as Construction and Professional, Scientific, and Technical Services, account for a much larger share of government expenditure relative to private sector expenditure. Third, sales to the government make up a substantial portion of total sales in several sectors'for instance, 70 percent in Facilities Support Services, 30 percent in Waste Treatment and Disposal, and 17 percent in Construction. Finally, we use the microdata to examine nonresponse rates to the class of customer question across establishments based on the number of employees.
    View Full Paper PDF
  • Working Paper

    Matching Compustat Data to the Longitudinal Business Database, 1976-2020

    September 2025

    Working Paper Number:

    CES-25-65

    This paper details the methodology for creating an updated Compustat-Longitudinal Business Database (LBD) bridge, facilitating linkage between company identifiers in Compustat and firm identifiers in the LBD. In addition to data from Compustat, we incorporate historical data on public companies from various public and private sources, including information on executive names. Our methodology involves a series of stages using fuzzy name and address matching, including EIN, telephone number, and industry code matching. Qualified researchers with approved proposals can access this bridge though the Federal Statistical Research Data Centers. The Compustat-SSL bridge serves as a crucial resource for longitudinal studies on U.S. businesses, corporate governance, and executive compensation.
    View Full Paper PDF
  • Working Paper

    National Chains and Trends in Retail Productivity Dispersion

    September 2025

    Working Paper Number:

    CES-25-64

    Productivity dispersion within an industry is an important characteristic of the business environment, potentially reflecting factors such as market structure, production technologies, and reallocation frictions. The retail trade sector saw significant changes between 1987 and 2017, and dispersion statistics can help characterize how it evolved over this period. In this paper, we shed light on this transformation by developing public-use Dispersion Statistics on Productivity (DiSP) data for the retail sector for 1987 through 2017. We find that from 1987 through 2017, dispersion increased between retail stores at the bottom and middle of the productivity distribution. However, when we weight stores by employment dispersion, the middle of the distribution is lower initially and decreases over time. These patterns are consistent with a retail landscape featuring more and more activity taking place in chain stores with similar productivity. Firm-based dispersion measures exhibit a similar pattern. Further investigation reveals that there is substantial heterogeneity in dispersion levels across industries.
    View Full Paper PDF
  • Working Paper

    Job Tasks, Worker Skills, and Productivity

    September 2025

    Working Paper Number:

    CES-25-63

    We present new empirical evidence suggesting that we can better understand productivity dispersion across businesses by accounting for differences in how tasks, skills, and occupations are organized. This aligns with growing attention to the task content of production. We link establishment-level data from the Bureau of Labor Statistics Occupational Employment and Wage Statistics survey with productivity data from the Census Bureau's manufacturing surveys. Our analysis reveals strong relationships between establishment productivity and task, skill, and occupation inputs. These relationships are highly nonlinear and vary by industry. When we account for these patterns, we can explain a substantial share of productivity dispersion across establishments.
    View Full Paper PDF
  • Working Paper

    Kids to School and Moms to Work: New York City's Universal Pre-K Expansion and Mother's Employment

    September 2025

    Authors: Laxman Timilsina

    Working Paper Number:

    CES-25-62

    Using the restricted data from American Community Survey from 2011 to 2017, this paper examines the impact of New York City's (NYC) expansion of universal pre-kindergarten (UPK) on labor force participation of mothers with the youngest child of 4 years of age. Starting in Fall of 2014, any child who is 4 years old and residing in NYC for the past year is eligible for UPK for the academic year, for example all children born in 2010 would qualify for the academic year 2014-15. It uses a triple-difference approach - first compare mothers in NYC with the youngest child of 4-year-olds (treated mothers) to mothers with the youngest child of 5 and 6-year-olds (control mothers) before and after the program. Next, it compares this difference with mothers living in adjacent counties in the New York Metropolitan Area (NMA) in New York to NYC. I find that the program increased mothers' labor force participation by 5 percentage points (a 7.5 percent impact) in NYC. The results are robust to various robustness checks like comparing with mothers living in all of NMA and mothers in Philadelphia.
    View Full Paper PDF
  • Working Paper

    Estimating the Graduate Coverage of Post-Secondary Employment Outcomes

    September 2025

    Authors: Cody Orr

    Working Paper Number:

    CES-25-61

    This paper proposes a new methodology for estimating the coverage rate of the Post-Secondary Employment Outcomes data product (PSEO), both as a share of new graduates and as a share of total working-age degree holders in the United States. This paper also assesses how representative PSEO is of the broader population of college graduates across an array of institutional and individual characteristics.
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  • Working Paper

    Business Owners and the Self-Employed: 33 Million (and Counting!)

    September 2025

    Working Paper Number:

    CES-25-60

    Entrepreneurs are known to be key drivers of economic growth, and the rise of online platforms and the broader 'gig economy' has led self-employment to surge in recent decades. Yet the young and small businesses associated with this activity are often absent from economic data. In this paper, we explore a novel longitudinal dataset that covers the owners of tens of millions of the smallest businesses: those without employees. We produce three new sets of statistics on the rapidly growing set of nonemployer businesses. First, we measure transitions between self-employment and wage and salary jobs. Second, we describe nonemployer business entry and exit, as well as transitions between legal form (e.g., sole proprietorship to S corporation). Finally, we link owners to their nonemployer businesses and examine the dynamics of business ownership.
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  • Working Paper

    A Simulated Reconstruction and Reidentification Attack on the 2010 U.S. Census

    August 2025

    Working Paper Number:

    CES-25-57

    For the last half-century, it has been a common and accepted practice for statistical agencies, including the United States Census Bureau, to adopt different strategies to protect the confidentiality of aggregate tabular data products from those used to protect the individual records contained in publicly released microdata products. This strategy was premised on the assumption that the aggregation used to generate tabular data products made the resulting statistics inherently less disclosive than the microdata from which they were tabulated. Consistent with this common assumption, the 2010 Census of Population and Housing in the U.S. used different disclosure limitation rules for its tabular and microdata publications. This paper demonstrates that, in the context of disclosure limitation for the 2010 Census, the assumption that tabular data are inherently less disclosive than their underlying microdata is fundamentally flawed. The 2010 Census published more than 150 billion aggregate statistics in 180 table sets. Most of these tables were published at the most detailed geographic level'individual census blocks, which can have populations as small as one person. Using only 34 of the published table sets, we reconstructed microdata records including five variables (census block, sex, age, race, and ethnicity) from the confidential 2010 Census person records. Using only published data, an attacker using our methods can verify that all records in 70% of all census blocks (97 million people) are perfectly reconstructed. We further confirm, through reidentification studies, that an attacker can, within census blocks with perfect reconstruction accuracy, correctly infer the actual census response on race and ethnicity for 3.4 million vulnerable population uniques (persons with race and ethnicity different from the modal person on the census block) with 95% accuracy. Having shown the vulnerabilities inherent to the disclosure limitation methods used for the 2010 Census, we proceed to demonstrate that the more robust disclosure limitation framework used for the 2020 Census publications defends against attacks that are based on reconstruction. Finally, we show that available alternatives to the 2020 Census Disclosure Avoidance System would either fail to protect confidentiality, or would overly degrade the statistics' utility for the primary statutory use case: redrawing the boundaries of all of the nation's legislative and voting districts in compliance with the 1965 Voting Rights Act.
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  • Working Paper

    Education and Mortality: Evidence for the Silent Generation from Linked Census and Administrative Data

    August 2025

    Working Paper Number:

    CES-25-56

    We quantify the effect of education on mortality using a linkage of the full count 1940, 2000, and 2010 US census files and the Numident death records file. Our sample is composed of children aged 0-18 in 1940, observed living with at least one parent, for whom we can construct a rich set of parental and neighborhood characteristics. We estimate effects of educational attainment in 1940 on survival to 2000, as well as the effects of completed education, observed in 2000, on 10-year survival to 2010. The educational gradients in longevity that we estimate are robust to the inclusion of detailed individual, parental, household, neighborhood and county covariates. Given our full population census sample, we also explore rich patterns of heterogeneity and examine the effect of mediators of the education-mortality relationship. The mediators we consider in this study explain more than half of the relationship between education and mortality. We further show that the mechanisms underlying the education-mortality gradient might be different at different margins of educational attainment.
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