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Papers Containing Tag(s): 'Bureau of Labor Statistics'

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Longitudinal Business Database - 143

Center for Economic Studies - 140

North American Industry Classification System - 136

Current Population Survey - 120

Longitudinal Employer Household Dynamics - 105

Bureau of Economic Analysis - 101

Internal Revenue Service - 99

National Science Foundation - 96

Standard Industrial Classification - 94

Employer Identification Numbers - 84

Annual Survey of Manufactures - 79

Census Bureau Disclosure Review Board - 76

Ordinary Least Squares - 75

American Community Survey - 72

National Bureau of Economic Research - 70

Economic Census - 67

Total Factor Productivity - 65

Social Security Administration - 58

Federal Statistical Research Data Center - 57

Federal Reserve Bank - 55

Census of Manufactures - 55

Business Register - 53

Metropolitan Statistical Area - 53

Quarterly Census of Employment and Wages - 51

Alfred P Sloan Foundation - 47

County Business Patterns - 44

Business Dynamics Statistics - 43

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

Disclosure Review Board - 41

Survey of Income and Program Participation - 41

Census Bureau Business Register - 40

Social Security - 39

Decennial Census - 36

Quarterly Workforce Indicators - 36

Department of Labor - 35

Standard Statistical Establishment List - 34

Protected Identification Key - 33

Unemployment Insurance - 33

Social Security Number - 32

Cornell University - 32

University of Maryland - 31

University of Chicago - 31

Research Data Center - 31

Federal Reserve System - 30

Special Sworn Status - 30

Census Bureau Longitudinal Business Database - 27

Service Annual Survey - 27

Cobb-Douglas - 26

Office of Management and Budget - 23

Local Employment Dynamics - 21

Business Employment Dynamics - 20

Employer Characteristics File - 19

Longitudinal Firm Trade Transactions Database - 19

Department of Homeland Security - 19

2010 Census - 19

International Trade Research Report - 19

American Economic Review - 19

Department of Economics - 18

LEHD Program - 18

Census of Manufacturing Firms - 18

Characteristics of Business Owners - 17

Financial, Insurance and Real Estate Industries - 17

Kauffman Foundation - 17

Herfindahl Hirschman Index - 16

Occupational Employment Statistics - 16

National Institute on Aging - 16

Generalized Method of Moments - 16

Small Business Administration - 16

Retail Trade - 16

Permanent Plant Number - 16

Employment History File - 15

Department of Commerce - 15

Organization for Economic Cooperation and Development - 15

Master Address File - 14

Postal Service - 14

National Income and Product Accounts - 14

Quarterly Journal of Economics - 14

Cornell Institute for Social and Economic Research - 14

Core Based Statistical Area - 14

Company Organization Survey - 13

Board of Governors - 13

W-2 - 13

Survey of Business Owners - 13

Bureau of Labor - 13

IQR - 13

Individual Characteristics File - 13

Michigan Institute for Teaching and Research in Economics - 13

American Economic Association - 13

Harmonized System - 13

Journal of Economic Literature - 13

University of Michigan - 13

NBER Summer Institute - 12

Current Employment Statistics - 12

World Trade Organization - 12

Labor Productivity - 12

Standard Occupational Classification - 12

Office of Personnel Management - 12

National Longitudinal Survey of Youth - 12

Patent and Trademark Office - 12

New York Times - 12

Labor Turnover Survey - 11

COVID-19 - 11

Establishment Micro Properties - 11

National Center for Health Statistics - 11

PSID - 11

New York University - 11

TFPQ - 11

Business Master File - 11

Multiple Worksite Report - 10

LODES - 10

Information and Communication Technology Survey - 10

Person Validation System - 10

VAR - 10

Journal of Labor Economics - 10

Review of Economics and Statistics - 10

Census Bureau Center for Economic Studies - 10

Securities and Exchange Commission - 9

Technical Services - 9

Annual Business Survey - 9

JOLTS - 9

Social and Economic Supplement - 9

Energy Information Administration - 9

Environmental Protection Agency - 9

Composite Person Record - 9

Department of Agriculture - 9

Successor Predecessor File - 9

AKM - 9

Journal of Political Economy - 9

Council of Economic Advisers - 9

Wholesale Trade - 9

Sloan Foundation - 9

Detailed Earnings Records - 9

Customs and Border Protection - 9

BLS Handbook of Methods - 9

Agency for Healthcare Research and Quality - 9

National Establishment Time Series - 8

Business Services - 8

National Academy of Sciences - 8

Employer-Household Dynamics - 8

Herfindahl-Hirschman - 8

Census of Retail Trade - 8

Integrated Longitudinal Business Database - 8

Accommodation and Food Services - 8

United States Census Bureau - 8

Ohio State University - 8

Columbia University - 8

General Accounting Office - 8

Boston College - 8

Survey of Industrial Research and Development - 8

Urban Institute - 8

Business Register Bridge - 8

UC Berkeley - 8

Limited Liability Company - 8

Michigan Institute for Data Science - 8

Federal Tax Information - 8

United Nations - 8

Retirement History Survey - 8

University of California Los Angeles - 8

North American Industry Classi - 8

Journal of Economic Perspectives - 8

Census Bureau Business Dynamics Statistics - 8

Statistics Canada - 8

Economic Research Service - 8

Medical Expenditure Panel Survey - 8

Harvard University - 8

Administrative Records - 8

American Statistical Association - 8

Agriculture, Forestry - 7

LEHD Origin-Destination Employment Statistics - 7

Federal Trade Commission - 7

Department of Justice - 7

Census Numident - 7

National Institutes of Health - 7

Consumer Expenditure Survey - 7

Federal Statistical System - 7

Business R&D and Innovation Survey - 7

North American Free Trade Agreement - 7

Yale University - 7

COMPUSTAT - 7

Center for Administrative Records Research - 7

MIT Press - 7

American Housing Survey - 7

Census Industry Code - 7

Department of Energy - 6

Educational Services - 6

Russell Sage Foundation - 6

Person Identification Validation System - 6

TFPR - 6

National Employer Survey - 6

CDF - 6

Cumulative Density Function - 6

Department of Education - 6

Stanford University - 6

Earned Income Tax Credit - 6

Management and Organizational Practices Survey - 6

Business Research and Development and Innovation Survey - 6

National Center for Science and Engineering Statistics - 6

Integrated Public Use Microdata Series - 6

Ewing Marion Kauffman Foundation - 6

Annual Survey of Entrepreneurs - 6

Review of Economic Studies - 6

Center for Research in Security Prices - 6

Department of Housing and Urban Development - 6

Census of Services - 6

Business Formation Statistics - 6

Census 2000 - 6

Kauffman Firm Survey - 6

Princeton University - 5

Linear Probability Models - 5

Arts, Entertainment - 5

Professional Services - 5

Commodity Flow Survey - 5

Oil and Gas Extraction - 5

University of Texas - 5

Nonemployer Statistics - 5

COVID - 5

Supplemental Nutrition Assistance Program - 5

Health and Retirement Study - 5

University of Toronto - 5

International Trade Commission - 5

Federal Emergency Management Agency - 5

2SLS - 5

Disability Insurance - 5

Personally Identifiable Information - 5

Federal Reserve Bank of Chicago - 5

Indian Health Service - 5

Public Administration - 5

Initial Public Offering - 5

George Mason University - 5

Stern School of Business - 5

Georgetown University - 5

World Bank - 5

Fabricated Metal Products - 5

Duke University - 4

DOB - 4

PIKed - 4

SSA Numident - 4

MAF-ARF - 4

Centers for Disease Control and Prevention - 4

Survey of Consumer Finances - 4

IZA - 4

Heckscher-Ohlin - 4

Data Management System - 4

Paycheck Protection Program - 4

European Commission - 4

Housing and Urban Development - 4

ASEC - 4

Foreign Direct Investment - 4

1940 Census - 4

Journal of Human Resources - 4

National Health Interview Survey - 4

Guzman and Stern - 4

Temporary Assistance for Needy Families - 4

Department of Defense - 4

Hypothesis 2 - 4

Public Use Micro Sample - 4

State Energy Data System - 4

Wal-Mart - 4

Federal Insurance Contribution Act - 4

Journal of International Economics - 4

International Standard Industrial Classification - 4

Securities Data Company - 4

Penn State University - 4

Pollution Abatement Costs and Expenditures - 4

National Research Council - 4

Consolidated Metropolitan Statistical Areas - 4

American Immigration Council - 3

MWTP - 3

Population Estimates Program - 3

Legal Form of Organization - 3

Minnesota Population Center - 3

Adjusted Gross Income - 3

MTO - 3

Citizenship and Immigration Services - 3

New England County Metropolitan - 3

Computer Assisted Personal Interview - 3

Current Population Survey Annual Social and Economic Supplement - 3

Manufacturing Energy Consumption Survey - 3

European Union - 3

Pew Research Center - 3

Form W-2 - 3

Federal Government - 3

CAAA - 3

Health Care and Social Assistance - 3

HHS - 3

Value Added - 3

Research and Development - 3

Princeton University Press - 3

Probability Density Function - 3

IBM - 3

Census Bureau Master Address File - 3

Summary Earnings Records - 3

Society of Labor Economists - 3

Social Security Disability Insurance - 3

Journal of Econometrics - 3

Insurance Information Institute - 3

Sample Edited Detail File - 3

Supreme Court - 3

Boston Research Data Center - 3

Electronic Data Interchange - 3

Chicago RDC - 3

E32 - 3

WECD - 3

Cambridge University Press - 3

employed - 101

labor - 100

employ - 99

workforce - 94

recession - 79

payroll - 72

employee - 68

earnings - 62

manufacturing - 62

growth - 61

economist - 60

econometric - 60

sector - 58

macroeconomic - 58

production - 58

industrial - 55

market - 53

survey - 53

quarterly - 50

sale - 50

enterprise - 46

expenditure - 45

revenue - 42

demand - 41

agency - 39

estimating - 39

worker - 38

entrepreneurship - 38

labor statistics - 35

endogeneity - 35

gdp - 35

statistical - 32

economically - 32

report - 32

job - 31

census employment - 30

respondent - 30

entrepreneur - 30

employment growth - 30

aggregate - 29

investment - 29

unemployed - 29

occupation - 29

census bureau - 28

hiring - 27

trend - 26

efficiency - 26

salary - 26

longitudinal - 25

employment statistics - 25

employment data - 25

productivity growth - 25

establishment - 24

company - 24

earner - 24

layoff - 24

entrepreneurial - 24

estimation - 24

produce - 24

microdata - 22

industry productivity - 22

data - 22

organizational - 21

export - 21

earn - 20

data census - 20

census data - 20

proprietor - 20

productive - 20

employment dynamics - 20

economic census - 20

finance - 19

unemployment rates - 19

regress - 19

acquisition - 19

innovation - 19

hire - 19

estimates employment - 19

workplace - 19

spillover - 18

profit - 18

financial - 18

population - 17

metropolitan - 17

housing - 17

proprietorship - 17

incentive - 17

research census - 17

corporation - 17

growth productivity - 16

regression - 16

residential - 15

relocation - 15

monopolistic - 15

accounting - 15

technological - 15

heterogeneity - 15

shift - 15

welfare - 15

work census - 15

employment estimates - 15

labor productivity - 15

manufacturer - 15

employment count - 14

resident - 14

depreciation - 14

disparity - 14

socioeconomic - 14

employment unemployment - 14

employee data - 14

profitability - 14

insurance - 14

state - 14

tenure - 14

federal - 13

bias - 13

price - 13

retailer - 13

wholesale - 13

enrollment - 13

irs - 13

inventory - 13

productivity dispersion - 13

recessionary - 13

import - 13

leverage - 13

econometrician - 13

corporate - 12

hispanic - 12

tariff - 12

statistician - 12

retail - 12

filing - 12

poverty - 12

firms productivity - 12

specialization - 12

productivity dynamics - 12

multinational - 12

startup - 12

venture - 12

clerical - 12

employing - 12

turnover - 12

aggregation - 12

residence - 11

minority - 11

regressing - 11

disadvantaged - 11

financing - 11

rates employment - 11

discrimination - 11

information census - 11

employer household - 11

regional - 11

decline - 11

declining - 11

merger - 11

neighborhood - 10

relocate - 10

incorporated - 10

state employment - 10

rural - 10

migration - 10

commodity - 10

exporter - 10

region - 10

compensation - 10

debt - 10

equity - 10

analysis - 10

researcher - 10

labor markets - 10

consumption - 10

disclosure - 10

cost - 10

average - 10

outsourcing - 10

coverage - 10

datasets - 10

regulation - 10

relocating - 9

home - 9

patent - 9

measures employment - 9

shock - 9

loan - 9

yearly - 9

employment flows - 9

commerce - 9

censuses surveys - 9

2010 census - 9

investor - 9

factor productivity - 9

younger firms - 9

immigrant - 9

longitudinal employer - 9

employment trends - 9

competitor - 9

productivity measures - 9

aggregate productivity - 9

reallocation productivity - 9

indicator - 9

workforce indicators - 9

business data - 9

founder - 9

endogenous - 9

decade - 9

aging - 9

tax - 8

rent - 8

spending - 8

warehousing - 8

unemployment insurance - 8

ethnicity - 8

race - 8

inflation - 8

opportunity - 8

census survey - 8

dispersion productivity - 8

sector productivity - 8

prevalence - 8

consumer - 8

prospect - 8

innovate - 8

woman - 8

geographically - 8

bankruptcy - 8

product - 8

sourcing - 8

productivity increases - 8

trends employment - 8

buyer - 8

mobility - 8

trends labor - 8

wages productivity - 8

ownership - 8

retirement - 8

area - 8

racial - 7

shipment - 7

pricing - 7

rate - 7

custom - 7

lender - 7

study - 7

paper census - 7

exogeneity - 7

measures productivity - 7

effects employment - 7

benefit - 7

union - 7

agriculture - 7

technology - 7

productivity estimates - 7

stock - 7

wage growth - 7

firms employment - 7

firms young - 7

wealth - 7

firms census - 7

estimator - 7

use census - 7

employment earnings - 7

forecast - 7

department - 7

record - 7

policy - 7

worker demographics - 7

classified - 7

classification - 7

subsidiary - 7

externality - 7

businesses census - 7

census years - 7

surveys censuses - 7

census business - 7

employment measures - 7

census research - 7

factory - 7

empirical - 7

ethnic - 6

migrate - 6

migrant - 6

trading - 6

purchase - 6

household surveys - 6

lending - 6

bank - 6

credit - 6

research - 6

grocery - 6

productivity variation - 6

good - 6

shareholder - 6

job growth - 6

outsourced - 6

gender - 6

firms grow - 6

industry growth - 6

quantity - 6

discrepancy - 6

autoregressive - 6

contract - 6

utilization - 6

emission - 6

industry variation - 6

econometrically - 6

recession employment - 6

rates productivity - 6

exporting - 6

database - 6

startup firms - 6

segregation - 6

imputation - 6

supplier - 6

analysis productivity - 6

employment recession - 6

economic statistics - 6

confidentiality - 6

firm growth - 6

producing - 6

growth firms - 6

employment firms - 6

owned businesses - 6

restructuring - 6

agglomeration economies - 6

agglomeration - 6

capital - 6

monopolistically - 5

productivity capital - 5

innovator - 5

unobserved - 5

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educated - 5

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borrowing - 5

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collateral - 5

warehouse - 5

productivity analysis - 5

percentile - 5

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employment effects - 5

productivity shocks - 5

city - 5

immigration - 5

migrating - 5

earnings age - 5

insured - 5

funding - 5

prices products - 5

competitiveness - 5

income data - 5

sectoral - 5

industry concentration - 5

analyst - 5

imported - 5

importer - 5

medicare - 5

healthcare - 5

regulatory - 5

industrial classification - 5

classifying - 5

epa - 5

productivity differences - 5

regulation productivity - 5

reporting - 5

workers earnings - 5

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associate - 5

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employment wages - 5

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ssa - 5

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substitute - 4

survey income - 4

level productivity - 4

expense - 4

income survey - 4

medicaid - 4

earnings employees - 4

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observed productivity - 4

plant productivity - 4

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restaurant - 4

executive - 4

tech - 4

entry productivity - 4

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census use - 4

public - 4

startups employees - 4

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transition - 4

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firm dynamics - 4

pension - 4

health insurance - 4

insurance coverage - 4

linked census - 4

census file - 4

wage data - 4

privacy - 4

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international trade - 4

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business owners - 4

dependent - 4

moving - 4

commute - 4

productivity wage - 4

yield - 4

employment entrepreneurship - 4

heterogeneous - 4

retailing - 4

coverage employer - 4

pollution - 4

environmental - 4

statistical agencies - 4

capital productivity - 4

apartment - 3

strategic - 3

geographic - 3

education - 3

schooling - 3

career - 3

sampling - 3

mortgage - 3

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mandate - 3

employed census - 3

childcare - 3

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trade costs - 3

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invest - 3

firms age - 3

urban - 3

risk - 3

security - 3

midwest - 3

firms size - 3

disaster - 3

estimates production - 3

policymakers - 3

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taxpayer - 3

1040 - 3

enforcement - 3

latino - 3

refinery - 3

renewable - 3

corp - 3

elasticity - 3

uninsured - 3

maternal - 3

export market - 3

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parental - 3

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firm innovation - 3

premium - 3

enrollee - 3

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publicly - 3

industry wages - 3

practices productivity - 3

liquidation - 3

bankrupt - 3

debtor - 3

manufacturing industries - 3

wage differences - 3

survey data - 3

statistical disclosure - 3

women earnings - 3

characteristics businesses - 3

income year - 3

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family - 3

foreign trade - 3

exemption - 3

regressors - 3

diversify - 3

environmental regulation - 3

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diversification - 3

retiree - 3

efficient - 3

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Viewing papers 1 through 10 of 352


  • Working Paper

    New U.S. Business Establishments: Surging or Stalling?

    June 2026

    Working Paper Number:

    CES-26-36

    Since the 1990s, the Bureau of Labor Statistics (BLS) has reported much more rapid growth in U.S. private sector employer establishments than has the Census Bureau' the gap reached roughly 1.6 million by 2023. Using linked BLS-Census microdata, we document two main drivers. First, a large and growing number of employers providing services to the elderly and persons with disabilities are in scope for the BLS frame but not the Census Bureau's. Second, many firms appear with substantially more establishments in the BLS frame. These discrepancies substantially affect the measured establishment size distribution and quantitative policy analysis.
    View Full Paper PDF
  • Working Paper

    Remote Work and Residential Sorting: IV Evidence From Expiring Office Leases

    June 2026

    Working Paper Number:

    CES-26-34

    How has remote work reshaped residential sorting and housing demand, and what are the implications for state and local governments? To estimate causal effects, I propose a novel instrument for remote work that exploits quasi-random variation in the timing and size of office lease expirations, captured through a Bartik-style exposure measure at the residential block level. Expirations allow tenant firms to reduce office space and switch employees to remote work, generating strong first-stage effects. Remote work causes modest increases in housing and property tax expenditures in exchange for space, homeownership, and public schools, but not other neighborhood characteristics. It significantly increases migration, particularly out of cities and states that levy income taxes. At the neighborhood level, higher 2020 remote work shares cause subsequent residential turnover, demographic clustering, and property tax revenue windfalls. Taken together, the results indicate that remote work induces migration consistent with Tiebout sorting, and accounts for 10% of migration since 2020. Residential choices and tax bases now depend less on employment proximity and more on affordability and tax-benefit linkage.
    View Full Paper PDF
  • Working Paper

    The Adoption of Non-Rival Inputs and Firm Scope

    April 2026

    Working Paper Number:

    CES-26-28

    Custom software is distinct from other types of capital in that it is non-rival'once a firm makes an investment in custom software, it can be used simultaneously across its many establishments. Using confidential U.S. Census data, we document that while firms with more establishments are more likely to invest in custom software, they spend less on it as a share of total capital expenditure. We explain these empirical patterns by developing a model that incorporates the non-rivalry of custom software. In the model, firms choose whether to adopt custom software, the intensity of their investment, and their scope, balancing the cost of managing multiple establishments with the increasing returns to scope from the nonrivalrous custom software investment. Using the calibrated model, we assess the extent to which the decline in the rental rate of custom software over the past 40 years can account for a number of macroeconomic trends, including increases in firm scope and concentration.
    View Full Paper PDF
  • Working Paper

    The Microstructure of AI Diffusion: Evidence From Firms, Business Functions, and Worker Tasks

    April 2026

    Working Paper Number:

    CES-26-25

    Using novel, nationally representative data from the 2026 AI supplement to the U.S. Census Bureau's Business Trends and Outlook Survey (BTOS), we characterize AI diffusion across three interconnected layers: overall firm use, deployment across business functions, and worker-task use. This multi-layered approach provides a nuanced picture of business AI adoption. During the supplement reference period (Nov 2025-Jan 2026), 18% of firms used AI in a business function, rising to 32% on an employment-weighted basis; adoption is expected to reach 22% within six months. AI use is substantially higher in large firms and knowledge-intensive sectors, with use rates reaching 50%-60% (60%-70%, employment-weighted) for very large firms in the Information, Professional Services, and Finance sectors. Among adopting firms, the scope of use remains limited: 57% of users integrate AI in three or fewer business functions, most commonly Sales and Marketing (52%), Strategy and Business Development (45%), and IT (41%). In 23% (41%, employment-weighted) of firms, workers use AI in work-related tasks. Writing, document analysis, and information search are the leading Generative AI use in tasks, though 65% of firms limit use to three or fewer tasks. The evidence points to both top-down and bottom-up diffusion channels: worker task use sometimes occurs without formal firm-level adoption, and firm-level adoption sometimes occurs without worker task use. Most users (66%) rely on AI solely to augment tasks, while AI-related employment decreases are rare, occurring in only 2% of firms. Regression analysis shows a robust positive correlation between firm commercial performance and the breadth of AI integration, including functional deployment, task-level use, and operational investment. A distinct divergence emerges, however, with respect to labor outcomes. Functional breadth and operational investment are positively associated with employment decreases, whereas worker-task integration shows no significant link to headcount reduction once functional integration and operational investment are taken into account.
    View Full Paper PDF
  • Working Paper

    Unemployment Insurance Extensions, Labor Market Concentration, and Match Quality

    April 2026

    Authors: David N. Wasser

    Working Paper Number:

    CES-26-24

    I investigate whether the effects of UI extensions are different for workers exposed to higher levels of local labor market concentration, a potential source of employer market power. I exploit measurement error in state unemployment rates that led to quasi-random assignment of UI durations in the U.S. during the Great Recession. Using matched employer-employee data from the Longitudinal Employer-Household Dynamics program, I find that UI extensions lengthen nonemployment durations by one week and cause economically meaningful but not statistically significant increases in earnings. The UI-earnings effect is significantly lower at higher levels of concentration, while there is no difference in the UI-duration effect. The lower UI-earnings effect is driven by the extremes of the distribution of concentration. My results suggest that match improvements from UI are attenuated at higher levels of concentration.
    View Full Paper PDF
  • Working Paper

    The Role of Homophily in Response to Labor Market Opportunities: Differences Across Race and Ethnicity

    March 2026

    Working Paper Number:

    CES-26-22

    This paper investigates the role that homophily might play in explaining racial/ethnic disparities in the labor market. We find that Black and Hispanic workers are less responsive than White workers to changes in job opportunities, but responsiveness increases when those opportunities present themselves in locations with a higher share own-race population. The analysis makes use of restricted American Community Survey data, accessible through the Federal Statistical Research Data Centers, allowing us to include commuting zones that may otherwise not be identified because of suppressed location information in the public data
    View Full Paper PDF
  • Working Paper

    Did Foreigners Pay America's Tariffs? Quantity Discounts, Scale Economies and Incomplete Pass-Through

    February 2026

    Working Paper Number:

    CES-26-17

    Transaction-level quantity discounts are a pervasive feature of US trade, shaping both price variation and tariff incidence. Using administrative microdata, we show that these discounts reflect transaction-level scale economies rather than market power. Accounting for these micro-level economies resolves a key puzzle: while observed import prices rose one-for-one with 2018-2019 US tariffs, we show this was driven by the loss of scale economies as transaction sizes collapsed. Controlling for this scale effect, the strategic pass-through of tariffs to scale-free prices falls to 60 percent, implying foreign exporters absorbed a significant share of the burden through reduced markups.
    View Full Paper PDF
  • Working Paper

    Trade and Welfare (across Local Labor Markets)

    February 2026

    Working Paper Number:

    CES-26-16

    What are the welfare implications of trade shocks? Theoretically, we provide a sufficient statistic that measures changes in welfare (to a first-order approximation) for the set of workers who start within a region, taking into account adjustment in frictional unemployment, labor force participation, the sectors to which workers apply for jobs, and the regions in which workers choose to live. Our theory is flexible; for instance, it allows for arbitrary heterogeneity in worker productivity and non-pecuniary returns (amenities) across unemployment, labor force non-participation, sectors, and regions. Empirically, we apply these insights to measure changes in welfare between 2000-2007 across workers who start in different commuting zones (CZs) in the U.S. in the year 2000. Finally, we identify the differential impact across CZs of a particular trade shock: granting China permanent normal trade relations.
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  • Working Paper

    Life-Cycle Effects of Women's Education on their Careers and Children

    January 2026

    Working Paper Number:

    CES-26-09

    We study the causal effect of women's education on their wages, non-wage job amenities, and spillovers to children. Using a regression discontinuity at the school entry birthdate cutoff, we find that women born just before the cutoff are more likely to complete some college, and experience multi-dimensional career gains that grow over the life cycle: greater employment and earnings, as well as more professional and higher-status jobs, more socially meaningful work, and better working conditions. Children's early-life health and prenatal inputs improve in tandem with career improvements, consistent with professional advances spurring'not hindering'infant investments. Career gains are concentrated in jobs that require exactly some college, the same schooling margin shifted by the cutoff, which indicates that increased post-secondary education is the primary channel for these effects. Together, the results show that women's college attendance generates large career returns'from both wages and amenities'that strengthen over time and produce meaningful benefits for children.
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  • Working Paper

    Non-Random Assignment of Individual Identifiers and Selection into Linked Data: Implications for Research

    January 2026

    Working Paper Number:

    CES-26-06

    The U.S. Census Bureau's Person Identification Validation System facilitates anonymous linkages between survey and administrative records by assigning Protected Identification Keys (PIKs) to person records. While PIK assignment is generally accurate, some person records are not successfully assigned a PIK, which can lead to sample selection bias in analyses of linked data. Using the American Community Survey (ACS) and the Current Population Survey Annual Social and Economic Supplement (CPS ASEC) between 2005 and 2022, we corroborate and extend existing findings on the drivers of PIK assignment, showing that the rate of PIK assignment varies widely across socio-demographic subgroups. Using earnings as a test case, we then show that limiting a survey sample of wage earners to person records with PIKs or successful linkages to W-2 wage records tends to overestimate self-reported wage earnings, on average, indicative of linkage-induced selection bias. In a validation exercise, we demonstrate that reweighting methods, such as inverse probability weighting or entropy balancing, can mitigate this bias.
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