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

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Longitudinal Business Database - 145

Center for Economic Studies - 143

North American Industry Classification System - 139

Current Population Survey - 122

Longitudinal Employer Household Dynamics - 107

Bureau of Economic Analysis - 102

Internal Revenue Service - 100

National Science Foundation - 96

Standard Industrial Classification - 94

Employer Identification Numbers - 85

Annual Survey of Manufactures - 80

Census Bureau Disclosure Review Board - 80

Ordinary Least Squares - 76

American Community Survey - 73

National Bureau of Economic Research - 70

Economic Census - 69

Total Factor Productivity - 66

Federal Statistical Research Data Center - 59

Social Security Administration - 59

Census of Manufactures - 56

Federal Reserve Bank - 56

Business Register - 54

Metropolitan Statistical Area - 54

Quarterly Census of Employment and Wages - 51

Alfred P Sloan Foundation - 48

County Business Patterns - 44

Disclosure Review Board - 43

Business Dynamics Statistics - 43

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

Survey of Income and Program Participation - 42

Social Security - 41

Census Bureau Business Register - 41

Decennial Census - 38

Department of Labor - 36

Quarterly Workforce Indicators - 36

Standard Statistical Establishment List - 35

Protected Identification Key - 34

Social Security Number - 33

Unemployment Insurance - 33

Cornell University - 32

University of Maryland - 31

University of Chicago - 31

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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

Department of Homeland Security - 20

Business Employment Dynamics - 20

Census of Manufacturing Firms - 19

Employer Characteristics File - 19

Longitudinal Firm Trade Transactions Database - 19

2010 Census - 19

International Trade Research Report - 19

American Economic Review - 19

Department of Economics - 18

LEHD Program - 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

Patent and Trademark Office - 13

NBER Summer Institute - 13

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

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

New York Times - 12

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Person Validation System - 11

Labor Turnover Survey - 11

COVID-19 - 11

Establishment Micro Properties - 11

National Center for Health Statistics - 11

PSID - 11

New York University - 11

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Business Master File - 11

Securities and Exchange Commission - 10

AKM - 10

Social and Economic Supplement - 10

Multiple Worksite Report - 10

LODES - 10

Information and Communication Technology Survey - 10

VAR - 10

Journal of Labor Economics - 10

Review of Economics and Statistics - 10

Census Bureau Center for Economic Studies - 10

Boston College - 9

Economic Research Service - 9

Technical Services - 9

Annual Business Survey - 9

JOLTS - 9

Energy Information Administration - 9

Environmental Protection Agency - 9

Composite Person Record - 9

Successor Predecessor File - 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

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

Medical Expenditure Panel Survey - 8

Harvard University - 8

Administrative Records - 8

American Statistical Association - 8

Person Identification Validation System - 7

Earned Income Tax Credit - 7

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

2SLS - 6

Supplemental Nutrition Assistance Program - 6

Personally Identifiable Information - 6

Disability Insurance - 6

Department of Energy - 6

Educational Services - 6

Russell Sage Foundation - 6

TFPR - 6

National Employer Survey - 6

CDF - 6

Cumulative Density Function - 6

Department of Education - 6

Stanford University - 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

Temporary Assistance for Needy Families - 5

Centers for Disease Control and Prevention - 5

Federal Insurance Contribution Act - 5

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

Health and Retirement Study - 5

University of Toronto - 5

International Trade Commission - 5

Federal Emergency Management Agency - 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

Federal Register - 4

Federal Government - 4

Form W-2 - 4

Duke University - 4

DOB - 4

PIKed - 4

SSA Numident - 4

MAF-ARF - 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

Department of Defense - 4

Hypothesis 2 - 4

Public Use Micro Sample - 4

State Energy Data System - 4

Wal-Mart - 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

Department of Health and Human Services - 3

Workforce Information Council Administrative Wage Record Enhancement Study Group - 3

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

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

labor - 101

employed - 101

employ - 100

workforce - 94

recession - 79

payroll - 73

employee - 68

earnings - 63

manufacturing - 62

growth - 61

economist - 60

econometric - 60

macroeconomic - 59

sector - 59

production - 58

survey - 55

industrial - 55

market - 53

quarterly - 51

sale - 51

enterprise - 46

expenditure - 45

revenue - 43

demand - 41

entrepreneurship - 39

agency - 39

estimating - 39

worker - 38

labor statistics - 35

endogeneity - 35

gdp - 35

statistical - 33

report - 33

economically - 32

entrepreneur - 31

employment growth - 31

job - 31

investment - 30

census employment - 30

respondent - 30

census bureau - 29

aggregate - 29

unemployed - 29

occupation - 29

hiring - 28

trend - 26

efficiency - 26

salary - 26

entrepreneurial - 25

earner - 25

longitudinal - 25

employment statistics - 25

employment data - 25

productivity growth - 25

establishment - 24

company - 24

layoff - 24

estimation - 24

produce - 24

microdata - 22

industry productivity - 22

data - 22

proprietor - 21

data census - 21

organizational - 21

export - 21

finance - 20

hire - 20

earn - 20

census data - 20

productive - 20

employment dynamics - 20

economic census - 20

financial - 19

incentive - 19

unemployment rates - 19

regress - 19

acquisition - 19

innovation - 19

estimates employment - 19

workplace - 19

population - 18

research census - 18

spillover - 18

profit - 18

metropolitan - 17

housing - 17

proprietorship - 17

corporation - 17

accounting - 16

heterogeneity - 16

socioeconomic - 16

welfare - 16

growth productivity - 16

regression - 16

residential - 15

relocation - 15

monopolistic - 15

technological - 15

shift - 15

work census - 15

employment estimates - 15

labor productivity - 15

manufacturer - 15

federal - 14

irs - 14

employment count - 14

resident - 14

depreciation - 14

disparity - 14

employment unemployment - 14

employee data - 14

profitability - 14

insurance - 14

state - 14

tenure - 14

hispanic - 13

poverty - 13

bias - 13

price - 13

retailer - 13

wholesale - 13

enrollment - 13

inventory - 13

productivity dispersion - 13

recessionary - 13

import - 13

leverage - 13

econometrician - 13

minority - 12

corporate - 12

tariff - 12

statistician - 12

retail - 12

filing - 12

firms productivity - 12

specialization - 12

productivity dynamics - 12

multinational - 12

startup - 12

venture - 12

clerical - 12

employing - 12

turnover - 12

aggregation - 12

equity - 11

average - 11

residence - 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

investor - 10

neighborhood - 10

relocate - 10

incorporated - 10

state employment - 10

rural - 10

migration - 10

commodity - 10

exporter - 10

region - 10

compensation - 10

debt - 10

analysis - 10

researcher - 10

labor markets - 10

consumption - 10

disclosure - 10

cost - 10

outsourcing - 10

coverage - 10

datasets - 10

regulation - 10

retirement - 9

prevalence - 9

tax - 9

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

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

union - 8

use census - 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

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

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

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

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

funding - 6

black - 6

eligibility - 6

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

investing - 5

pension - 5

medicaid - 5

census use - 5

provided census - 5

available census - 5

restaurant - 5

monopolistically - 5

productivity capital - 5

innovator - 5

unobserved - 5

white - 5

educated - 5

matching - 5

borrowing - 5

impact - 5

borrow - 5

collateral - 5

warehouse - 5

productivity analysis - 5

percentile - 5

businesses grow - 5

compliance - 5

country - 5

community - 5

gain - 5

employment effects - 5

productivity shocks - 5

city - 5

immigration - 5

migrating - 5

earnings age - 5

insured - 5

prices products - 5

competitiveness - 5

income data - 5

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estimates productivity - 5

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ssa - 5

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establishments data - 4

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employment distribution - 4

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employment declines - 4

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small businesses - 4

crime - 4

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sociology - 4

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manufacturing productivity - 4

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patenting - 4

wage regressions - 4

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substitute - 4

survey income - 4

level productivity - 4

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income survey - 4

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observed productivity - 4

plant productivity - 4

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entry productivity - 4

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public - 4

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firm dynamics - 4

health insurance - 4

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linked census - 4

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international trade - 4

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productivity wage - 4

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Viewing papers 11 through 20 of 356


  • 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.
    View Full Paper PDF
  • 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.
    View Full Paper PDF
  • 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.
    View Full Paper PDF
  • Working Paper

    Same Shock, Separate Channels: House Prices and Firm Performance in the Great Recession

    January 2026

    Working Paper Number:

    CES-26-03

    Combining confidential business-level microdata with housing and banking data, I document large and persistent effects of local house prices on employment at small businesses, and particularly young businesses, during the Great Recession. I show that the effect on entry is important for explaining the disproportionate effect on young businesses, while young firm exit is also disproportionately affected. I then explore the channels through which house prices affect business outcomes. I use survey data to show that reliance on either personal assets or home equity is associated with increased sensitivity to house prices. I then use local bank balance sheet information to show both young and old firms are sensitive to local credit shocks, with some evidence of a larger effect on young businesses. I develop a macroeconomic model that is consistent with these findings where house prices work through two channels: a bank credit supply channel and a housing collateral channel.
    View Full Paper PDF
  • Working Paper

    Integrating Multiple U.S. Census Bureau Data Assets to Create Standardized Profiles of Program Participants

    January 2026

    Working Paper Number:

    CES-26-01

    The Foundations for Evidence-Based Policymaking Act of 2018 (Evidence Act) directed federal agencies to systematically use data when making policy decisions. In response, the U.S. Census Bureau established the Evidence Group within its Center for Economic Studies (CES). With an interdisciplinary team of economists, sociologists, and statisticians, the Evidence Group can support the broader federal government in their efforts to use existing data to improve program operations without increasing respondent burden. For federal agencies administering social safety net and business assistance programs in particular, the team provides a no-cost evidence-building service that links program records to Census Bureau data assets and creates a series of standardized tables describing participants, their economic outcomes prior to program entry, and the communities where they live. These tables provide partner agencies with the detailed information they need to better understand their participants and potentially make their programs more accountable and effective in reaching their target populations. In this working paper, we describe the standardized tables themselves as well as the data assets available at the Census Bureau to create these tables, the data files produced by the table production process, and the methodology used to merge and harmonize data on participants and subsequently calculate unbiased and accurate estimates. We conclude with a brief discussion of steps taken to ensure confidentiality and data security. This documentation is intended to facilitate proper use and understanding of the standardized tables by partner agencies as well as researchers who are interested in leveraging these tools to explore characteristics of their samples of interest.
    View Full Paper PDF
  • Working Paper

    Trapped or Transferred: Worker Mobility and Labor Market Power in the Energy Transition

    December 2025

    Authors: Minwoo Hyun

    Working Paper Number:

    CES-25-76

    Using matched employer-employee data covering 1.35 million US workers separated from the fossil fuel extraction industry between 1999 and 2019, I estimate how local fossil fuel labor demand shocks affect employment and earnings. Employment probabilities fall markedly after exposure, and earnings decline gradually over the first seven years with only partial recovery by ten years since exposure to the shocks. Workers who remain in the fossil fuel sector, disproportionately men in sector-specific roles, experience nearly twice the earnings losses of those who switch sectors, possibly due to limited occupational mobility. Among non-switchers, losses are larger in labor markets with high employer concentration, indicating that scarce outside options translate into lower reemployment wages and weaker bargaining positions. Geographic movers fare worse than stayers, reflecting negative selection (younger, lower-earning) and relocation to metropolitan areas where fossil fuel or low-skilled service sectors remain highly concentrated, leaving monopsony power intact.
    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.
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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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