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Papers Containing Tag(s): 'Longitudinal Business Database'

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Frequently Occurring Concepts within this Search

North American Industry Classification System - 226

Bureau of Labor Statistics - 138

Center for Economic Studies - 127

Census Bureau Disclosure Review Board - 116

Standard Industrial Classification - 111

Employer Identification Numbers - 107

National Science Foundation - 106

Internal Revenue Service - 105

Longitudinal Employer Household Dynamics - 96

National Bureau of Economic Research - 95

Annual Survey of Manufactures - 94

Bureau of Economic Analysis - 94

Federal Statistical Research Data Center - 93

Ordinary Least Squares - 93

Total Factor Productivity - 88

Business Register - 85

Economic Census - 83

Business Dynamics Statistics - 74

Census of Manufactures - 73

Census Bureau Business Register - 65

Disclosure Review Board - 63

Chicago Census Research Data Center - 63

Census Bureau Longitudinal Business Database - 61

Census of Manufacturing Firms - 61

Federal Reserve Bank - 59

Standard Statistical Establishment List - 55

Current Population Survey - 53

Metropolitan Statistical Area - 50

American Community Survey - 49

County Business Patterns - 46

Special Sworn Status - 39

Alfred P Sloan Foundation - 38

Social Security Administration - 38

Kauffman Foundation - 38

Longitudinal Firm Trade Transactions Database - 37

Patent and Trademark Office - 37

Decennial Census - 33

International Trade Research Report - 33

Longitudinal Research Database - 33

Research Data Center - 33

University of Chicago - 33

Service Annual Survey - 31

Department of Homeland Security - 31

Herfindahl Hirschman Index - 30

Cobb-Douglas - 29

Quarterly Census of Employment and Wages - 28

Quarterly Workforce Indicators - 28

University of Maryland - 28

Survey of Business Owners - 27

Federal Reserve System - 26

Organization for Economic Cooperation and Development - 26

Retail Trade - 26

Integrated Longitudinal Business Database - 25

World Bank - 25

Michigan Institute for Teaching and Research in Economics - 24

Social Security - 24

Small Business Administration - 24

Financial, Insurance and Real Estate Industries - 23

Wholesale Trade - 23

Protected Identification Key - 22

Survey of Industrial Research and Development - 21

Social Security Number - 21

Department of Economics - 20

Technical Services - 20

W-2 - 20

Company Organization Survey - 20

Initial Public Offering - 20

Securities and Exchange Commission - 19

Department of Labor - 19

World Trade Organization - 18

Office of Management and Budget - 18

New York University - 18

Cornell University - 17

Individual Characteristics File - 17

Business Employment Dynamics - 17

Survey of Income and Program Participation - 17

Census of Retail Trade - 16

Census Bureau Business Dynamics Statistics - 16

Postal Service - 16

Accommodation and Food Services - 16

Unemployment Insurance - 15

Annual Business Survey - 15

Characteristics of Business Owners - 15

Generalized Method of Moments - 15

Harmonized System - 15

Employment History File - 15

University of Michigan - 15

Board of Governors - 14

Center for Research in Security Prices - 14

Herfindahl-Hirschman - 14

Environmental Protection Agency - 14

Employer Characteristics File - 14

Annual Survey of Entrepreneurs - 14

Business Research and Development and Innovation Survey - 14

Local Employment Dynamics - 14

American Economic Review - 14

European Union - 13

Energy Information Administration - 13

Occupational Employment Statistics - 13

National Center for Science and Engineering Statistics - 13

Arts, Entertainment - 13

General Accounting Office - 13

American Economic Association - 13

Core Based Statistical Area - 13

COMPUSTAT - 13

Information and Communication Technology Survey - 13

University of California Los Angeles - 13

Review of Economics and Statistics - 13

Department of Agriculture - 12

IQR - 12

Business R&D and Innovation Survey - 12

Foreign Direct Investment - 12

Public Administration - 12

NBER Summer Institute - 12

Journal of Economic Literature - 12

2010 Census - 12

North American Industry Classi - 12

National Income and Product Accounts - 11

Stanford University - 11

IBM - 11

Management and Organizational Practices Survey - 11

COVID-19 - 11

Kauffman Firm Survey - 11

Business Services - 11

Bureau of Labor - 11

Boston College - 11

Establishment Micro Properties - 11

Harvard University - 11

Permanent Plant Number - 11

Department of Energy - 10

Standard Occupational Classification - 10

Health Care and Social Assistance - 10

National Establishment Time Series - 10

University of Toronto - 10

Census Bureau Center for Economic Studies - 10

Limited Liability Company - 10

Retirement History Survey - 10

Federal Trade Commission - 10

Labor Productivity - 10

New York Times - 9

Sloan Foundation - 9

Business Register Bridge - 9

Linear Probability Models - 9

Department of Commerce - 9

Statistics Canada - 9

State Energy Data System - 9

Customs and Border Protection - 9

TFPQ - 9

Quarterly Journal of Economics - 9

Duke University - 9

University of California - 8

National Institutes of Health - 8

National Employer Survey - 8

Legal Form of Organization - 8

Educational Services - 8

Professional Services - 8

Census Numident - 8

Agriculture, Forestry - 8

Ewing Marion Kauffman Foundation - 8

Data Management System - 8

Business Formation Statistics - 8

George Mason University - 8

Columbia University - 8

Harvard Business School - 8

North American Free Trade Agreement - 8

Journal of Political Economy - 8

Journal of International Economics - 8

Employer-Household Dynamics - 7

Person Validation System - 7

Office of Personnel Management - 7

Nonemployer Statistics - 7

United States Census Bureau - 7

Ohio State University - 7

European Commission - 7

Paycheck Protection Program - 7

VAR - 7

E32 - 7

Net Present Value - 7

Federal Register - 7

International Trade Commission - 7

Council of Economic Advisers - 7

Current Employment Statistics - 7

Census of Services - 7

Federal Tax Information - 7

University of Minnesota - 7

Journal of Labor Economics - 7

Journal of Economic Perspectives - 7

Securities Data Company - 7

Medical Expenditure Panel Survey - 7

Chicago RDC - 7

Wal-Mart - 7

Supreme Court - 6

Oil and Gas Extraction - 6

National Center for Health Statistics - 6

CAAA - 6

AKM - 6

IZA - 6

Princeton University - 6

Federal Reserve Board of Governors - 6

Labor Turnover Survey - 6

Manufacturing Energy Consumption Survey - 6

Department of Justice - 6

Agency for Healthcare Research and Quality - 6

Department of Defense - 6

Master Address File - 6

National Ambient Air Quality Standards - 6

CDF - 6

Cumulative Density Function - 6

MIT Press - 6

Business Master File - 6

Research and Development - 5

National Longitudinal Survey of Youth - 5

HHS - 5

Washington University - 5

2SLS - 5

Cornell Institute for Social and Economic Research - 5

LEHD Program - 5

Successor Predecessor File - 5

Geographic Information Systems - 5

TFPR - 5

Probability Density Function - 5

Computer Network Use Supplement - 5

National Academy of Sciences - 5

Commodity Flow Survey - 5

PSID - 5

Center for Administrative Records Research - 5

Department of Health and Human Services - 4

Survey of Manufacturing Technology - 4

Integrated Public Use Microdata Series - 4

Housing and Urban Development - 4

American Immigration Council - 4

Insurance Information Institute - 4

Economic Research Service - 4

Disability Insurance - 4

Code of Federal Regulations - 4

Indian Health Service - 4

Citizenship and Immigration Services - 4

JOLTS - 4

1940 Census - 4

Society of Labor Economists - 4

Stern School of Business - 4

Georgetown University - 4

Centers for Disease Control and Prevention - 4

Department of Housing and Urban Development - 4

Person Identification Validation System - 4

Personally Identifiable Information - 4

Yale University - 4

National Institute on Aging - 4

National Opinion Research Center - 4

Composite Person Record - 4

National Research Council - 4

Survey of Consumer Finances - 4

BLS Handbook of Methods - 4

Pew Research Center - 4

Census 2000 - 4

Administrative Records - 4

American Housing Survey - 4

Fabricated Metal Products - 4

International Standard Industrial Classification - 4

Auxiliary Establishment Survey - 4

New England County Metropolitan - 4

Health and Retirement Study - 3

Value Added - 3

Brookings Institution - 3

Federal Insurance Contribution Act - 3

SSA Numident - 3

Michigan Institute for Data Science - 3

Carnegie Mellon University - 3

Regression Discontinuity Design - 3

Detailed Earnings Records - 3

UC Berkeley - 3

Review of Economic Studies - 3

Princeton University Press - 3

Center for Administrative Records Research and Applications - 3

Electronic Data Interchange - 3

Journal of Econometrics - 3

Penn State University - 3

United Nations - 3

Boston Research Data Center - 3

John Haltiwanger - 39

Lucia Foster - 29

Ron Jarmin - 26

Javier Miranda - 24

Nathan Goldschlag - 17

Emin Dinlersoz - 16

Fariha Kamal - 12

Cheryl Grim - 12

William Kerr - 11

Martha Stinson - 10

Teresa C. Fort - 10

J. David Brown - 10

Henry Hyatt - 9

Shawn Klimek - 9

Zoltan Wolf - 8

Catherine Buffington - 8

Peter Schott - 8

Nikolas Zolas - 8

C.J. Krizan - 8

Erik Brynjolfsson - 7

J. Daniel Kim - 7

John S. Earle - 7

Erika McEntarfer - 7

Xavier Giroud - 7

Natarajan Balasubramanian - 7

Emek Basker - 6

Cristina Tello-Trillo - 6

Jay Stewart - 6

Zachary Kroff - 6

Steven J. Davis - 6

Nicholas Bloom - 6

Rebecca Zarutskie - 6

Paige Ouimet - 6

Benjamin Pugsley - 6

Lars Vilhuber - 6

Christopher Goetz - 5

Tania Babina - 5

John M. Abowd - 5

Hyunseob Kim - 5

Mariko Sakakibara - 5

Kristin McCue - 5

Nuri Ersahin - 5

Joseph Staudt - 4

G. Jacob Blackwood - 4

Cindy Cunningham - 4

Sabrina Wulff Pabilonia - 4

Kristin Sandusky - 4

Kristina McElheran - 4

Randall Akee - 4

Sabrina T. Howell - 4

Kyle Handley - 4

Adela Luque - 4

Elisabeth Ruth Perlman - 4

Chen Yeh - 4

Jerome P. Reiter - 4

Timothy Dunne - 4

Ufuk Akcigit - 4

Kevin L. McKinney - 4

Justin Pierce - 4

Holger M. Mueller - 4

Scott Ohlmacher - 4

Peter J. Klenow - 4

Matthias Kehrig - 4

J. Bradford Jensen - 4

Andrew Bernard - 4

Jagadeesh Sivadasan - 4

Dominic A. Smith - 3

Cody Tuttle - 3

Yoshiki Ando - 3

Gordon M Phillips - 3

Sean Wang - 3

Seula Kim - 3

Melissa Chow - 3

Ryan Monarch - 3

Wenting Ma - 3

Sharat Ganapati - 3

Parag Mahajan - 3

John Van Reenen - 3

Mee Jung Kim - 3

Kyung Min Lee - 3

Daron Acemoglu - 3

Wayne B Gray - 3

Sari Pekkala Kerr - 3

Chang-Tai Hsieh - 3

T. Kirk White - 3

Geoffrey Tate - 3

Liu Yang - 3

Elton Mykerezi - 3

Richard M. Todd - 3

Asha Sundaram - 3

Aysegül Sahin - 3

Julia I. Lane - 3

Craig Wesley Carpenter - 3

Robert Kulick - 3

Chad Syverson - 3

Mary Jialin Li - 3

Rustom M. Irani - 3

Edward Glaeser - 3

Allan Collard-Wexler - 3

Mercedes Delgado - 3

growth - 91

manufacturing - 90

employ - 87

market - 85

entrepreneurship - 80

recession - 77

employed - 75

entrepreneur - 74

labor - 73

sector - 71

company - 70

industrial - 69

macroeconomic - 67

production - 67

workforce - 66

enterprise - 65

employee - 65

revenue - 63

econometric - 62

investment - 60

sale - 59

innovation - 53

economist - 53

gdp - 52

entrepreneurial - 50

economically - 49

venture - 47

payroll - 47

acquisition - 46

export - 44

earnings - 44

expenditure - 40

endogeneity - 40

establishment - 39

financial - 38

finance - 38

patent - 36

estimating - 35

quarterly - 35

employment growth - 34

manufacturer - 31

trend - 30

merger - 30

corporation - 30

spillover - 30

demand - 30

organizational - 30

survey - 29

multinational - 29

exporter - 28

agency - 28

produce - 28

inventory - 27

worker - 27

wholesale - 27

proprietorship - 27

patenting - 26

proprietor - 26

import - 25

leverage - 25

technological - 24

hiring - 24

aggregate - 24

investor - 23

profit - 23

financing - 22

startup - 22

job - 21

debt - 21

productivity growth - 21

innovative - 20

occupation - 20

corporate - 20

subsidiary - 20

loan - 20

innovate - 19

earner - 19

disclosure - 19

incorporated - 19

productive - 19

regional - 19

accounting - 19

trading - 18

invention - 18

efficiency - 18

report - 18

competitor - 18

employment dynamics - 18

incentive - 18

bank - 18

monopolistic - 17

statistical - 17

hire - 17

importer - 17

metropolitan - 17

firms grow - 17

founder - 16

profitability - 16

estimation - 16

longitudinal - 16

bankruptcy - 16

data - 16

exporting - 15

funding - 15

lending - 15

shock - 15

geographically - 15

economic census - 15

impact - 14

technology - 14

regress - 14

opportunity - 14

retail - 14

data census - 14

respondent - 14

equity - 14

prospect - 14

growth productivity - 14

researcher - 14

stock - 14

lender - 14

foreign - 14

tariff - 14

declining - 14

decline - 14

immigrant - 14

industry productivity - 14

exported - 13

salary - 13

census bureau - 13

area - 13

region - 13

turnover - 13

banking - 13

supplier - 13

regulation - 13

microdata - 13

econometrician - 13

custom - 12

retailer - 12

productivity dispersion - 12

population - 12

country - 12

invest - 12

wages productivity - 12

employment data - 12

borrowing - 12

younger firms - 12

warehousing - 12

rent - 12

sourcing - 12

firms productivity - 12

state - 12

business data - 12

regression - 12

innovating - 11

exogeneity - 11

layoff - 11

database - 11

census data - 11

record - 11

labor markets - 11

investing - 11

depreciation - 11

factory - 11

rural - 11

innovator - 11

employment statistics - 11

creditor - 11

firms export - 11

endogenous - 11

unemployed - 11

city - 11

heterogeneity - 11

corp - 11

diversification - 11

startup firms - 11

manager - 11

aggregate productivity - 11

ownership - 11

acquirer - 11

shipment - 10

regulatory - 10

patented - 10

relocation - 10

earn - 10

firms patents - 10

minority - 10

business startups - 10

employment estimates - 10

trends employment - 10

borrower - 10

liquidation - 10

firms young - 10

sectoral - 10

producing - 10

larger firms - 10

contract - 10

ethnicity - 10

federal - 10

geography - 10

datasets - 10

labor productivity - 10

labor statistics - 9

census employment - 9

businesses grow - 9

workplace - 9

employment trends - 9

shareholder - 9

collateral - 9

growth employment - 9

international trade - 9

hispanic - 9

migrant - 9

importing - 9

strategic - 9

research - 9

firm growth - 9

growth firms - 9

study - 9

monopolistically - 9

outsourcing - 9

employing - 9

wealth - 9

consumer - 9

productivity measures - 9

takeover - 9

product - 8

specialization - 8

shift - 8

executive - 8

commerce - 8

fund - 8

oligopolistic - 8

competitiveness - 8

patents firms - 8

startups employees - 8

bankrupt - 8

wage growth - 8

firms employment - 8

globalization - 8

exporters multinationals - 8

development - 8

outsourced - 8

imported - 8

firms size - 8

subsidy - 8

credit - 8

immigration - 8

firm dynamics - 8

emission - 8

epa - 8

estimates employment - 8

externality - 8

productivity firms - 8

industry employment - 8

conglomerate - 8

institutional - 7

information census - 7

consolidated - 7

dispersion productivity - 7

measures productivity - 7

recessionary - 7

technology adoption - 7

census survey - 7

productivity estimates - 7

productivity shocks - 7

productivity dynamics - 7

developed - 7

patenting firms - 7

work census - 7

compensation - 7

share - 7

firms trade - 7

exporting firms - 7

multinational firms - 7

retirement - 7

reallocation productivity - 7

regressing - 7

tenure - 7

union - 7

neighborhood - 7

geographic - 7

trademark - 7

downturn - 7

employee data - 7

housing - 7

agriculture - 7

regional economic - 7

cost - 7

buyer - 7

restructuring - 7

trader - 6

innovation patenting - 6

migration - 6

warehouse - 6

sector productivity - 6

nonemployer businesses - 6

firm innovation - 6

firm patenting - 6

factor productivity - 6

innovation productivity - 6

worker demographics - 6

borrow - 6

firms age - 6

regressors - 6

irs - 6

poverty - 6

good - 6

industry wages - 6

urban - 6

bias - 6

analysis - 6

decade - 6

competitive - 6

industry concentration - 6

firms census - 6

immigrant entrepreneurs - 6

confidentiality - 6

statistician - 6

coverage - 6

debtor - 6

matching - 6

managerial - 6

management - 6

productivity wage - 6

average - 6

capital - 6

businesses census - 6

census business - 6

rates employment - 6

fluctuation - 6

aging - 6

volatility - 6

aggregation - 6

pollution - 6

tech - 5

socioeconomic - 5

unemployment rates - 5

department - 5

store - 5

grocery - 5

disaster - 5

spending - 5

prevalence - 5

security - 5

rates productivity - 5

employees startups - 5

longitudinal employer - 5

employment distribution - 5

tax - 5

wage regressions - 5

autoregressive - 5

employment production - 5

mortgage - 5

restaurant - 5

job growth - 5

employment entrepreneurship - 5

industry variation - 5

diversify - 5

plant productivity - 5

publicly - 5

pricing - 5

imputation - 5

recession exposure - 5

rate - 5

equilibrium - 5

elasticity - 5

price - 5

use census - 5

exogenous - 5

estimator - 5

yield - 5

employment wages - 5

census research - 5

foreign trade - 5

research census - 5

censuses surveys - 5

firms exporting - 5

exports firms - 5

profitable - 5

environmental - 5

pollutant - 5

polluting - 5

residential - 5

agglomeration - 5

employment flows - 4

relocate - 4

university - 4

productivity analysis - 4

risk - 4

hurricane - 4

asset - 4

manufacturing productivity - 4

indian - 4

native - 4

firms import - 4

midwest - 4

immigrant workers - 4

marketing - 4

diversified - 4

impact employment - 4

productivity increases - 4

industry growth - 4

location - 4

ethnic - 4

discrimination - 4

enforcement - 4

privacy - 4

insurance - 4

healthcare - 4

consumption - 4

electricity - 4

electricity prices - 4

pension - 4

black - 4

employer household - 4

level productivity - 4

reporting - 4

workers earnings - 4

earnings workers - 4

plants industry - 4

productivity size - 4

local economic - 4

saving - 4

franchising - 4

downstream - 4

recession employment - 4

census years - 4

census use - 4

transition - 4

business survival - 4

customer - 4

gain - 4

productivity plants - 4

earnings growth - 4

wages production - 4

linked census - 4

filing - 4

utilization - 4

clerical - 4

estimates productivity - 4

practices productivity - 4

manufacturing industries - 4

trade models - 4

state employment - 4

unobserved - 4

generation - 4

information - 4

inference - 4

retailing - 4

statistical agencies - 4

resident - 4

agglomeration economies - 4

cluster - 4

regional industry - 4

regional industries - 4

graduate - 3

associate - 3

identifier - 3

firm data - 3

distribution - 3

merchandise - 3

percentile - 3

productivity variation - 3

2010 census - 3

oligopoly - 3

disadvantaged - 3

town - 3

advantage - 3

wages employment - 3

poorer - 3

migrate - 3

earnings age - 3

capital productivity - 3

economic growth - 3

small firms - 3

career - 3

expense - 3

relocating - 3

plant employment - 3

policymakers - 3

statistical disclosure - 3

public - 3

census disclosure - 3

medicare - 3

energy prices - 3

renewable - 3

policy - 3

mandate - 3

employment count - 3

productivity differences - 3

regulation productivity - 3

employment earnings - 3

earnings employees - 3

effect wages - 3

wage data - 3

firms plants - 3

owner - 3

industries estimate - 3

technical - 3

industrialized - 3

taxation - 3

white - 3

forecast - 3

establishments data - 3

asian - 3

subsidized - 3

woman - 3

increase employment - 3

earnings inequality - 3

export growth - 3

trends labor - 3

survey data - 3

employed census - 3

surveys censuses - 3

employment measures - 3

rurality - 3

analyst - 3

agricultural - 3

substitute - 3

franchise - 3

model - 3

supermarket - 3

empirical - 3

valuation - 3

demography - 3

plant investment - 3

environmental regulation - 3

Viewing papers 1 through 10 of 388


  • Working Paper

    Food Fight: U.S. Exporters' Adjustments to Russia's 2014 Agricultural Import Ban

    December 2025

    Working Paper Number:

    CES-25-79

    This paper examines the impact of Russia's 2014 food-import ban on U.S. firms that exported banned products to Russia. Using confidential customs transaction data, we implement triple-difference and dosage-response approaches to identify how firms adjust to the sudden loss of a market. Following the ban, treated firms experienced a 30 percentage-point decrease in the probability of exporting banned food to Russia relative to control firms. However, there is substantial heterogeneity by pre-ban reliance on the Russian market: heavily reliant firms were significantly less likely to survive once the ban was in place, and survivors experienced large reductions in revenue (19%) and total export value (49%) for each standard deviation increase in Russian market exposure. We find evidence of export redirection to neighboring countries, though it is insufficient to offset losses. Any negative impacts on survivors dissipate by five years post-ban.
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  • Working Paper

    Technology-Driven Market Concentration through Idea Allocation

    December 2025

    Working Paper Number:

    CES-25-78

    Using a newly-created measure of technology novelty, this paper identifies periods with and without technology breakthroughs from the 1980s to the 2020s in the US. It is found that market concentration decreases at the advent of revolutionary technologies. We establish a theory addressing inventors' decisions to establish new firms or join incumbents of selected sizes, yielding two key predictions: (1) A higher share of inventors opt for new firms during periods of heightened technology novelty. (2). There is positive assortative matching between idea quality and firm size if inventors join incumbents. Both predictions align with empirical findings and collectively contribute to a reduction in market concentration when groundbreaking technologies occur. Quantitative analysis shows the overall slowdown in technological breakthroughs can capture 95.9% of the rising trend in market concentration and the correlation between the model-generated and the actual detrended market concentration is 0.910.
    View Full Paper PDF
  • Working Paper

    Specialization in a Knowledge Economy

    December 2025

    Authors: Yueyuan Ma

    Working Paper Number:

    CES-25-77

    Using firm-level data from the US Census Longitudinal Business Database (LBD), this paper exhibits novel evidence about a wave of specialization experienced by US firms in the 1980s and 1990s. Specifically: (i) Firms, especially innovating ones, decreased production scope, i.e., the number of industries in which they produce. (ii) Innovation and production separated, with small firms specializing in innovation and large firms in production. Higher patent trading efficiency and stronger patent protection are proposed to explain these phenomena. An endogenous growth model is developed with potential mismatches between innovation and production. Calibrating the model suggests that increased trading efficiency and better patent protection can explain 20% of the observed production scope decrease and 108% of the innovation and production separation. They result in a 0.64 percent point increase in the annual economic growth rate. Empirical analyses provide evidence of causality from pro-patent reforms in the 1980s to the two specialization patterns.
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  • 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.
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  • Working Paper

    Double-Pane Glass Ceiling: Commercial Engagement and the Female-Male Earnings Gap for Faculty

    September 2025

    Authors: Joseph Staudt

    Working Paper Number:

    CES-25-68

    I use administrative data from universities (UMETRICS) linked to the universe of confidential W-2 and 1040-C tax records to measure faculty commercial engagement and its role in female-male earnings gaps. Female faculty are 20 percentage points less likely to engage commercially, with the entire gap driven by self-employment. The raw earnings gap is $63,000 on a base of $162,000 and non-university earnings account for $18,000 (29 percent) of this total. Thus, while university pay explains most of the gap, commercial engagement substantially amplifies it. Earnings gaps appear in all components of non-university pay ' self-employment, and work for incumbent, young/startup, high-tech, and non-high-tech firms ' and remain large, though attenuated, after controlling publications, patents, field, university, scientific resources, age, marital status, childbearing, and demographics. Gaps widen as faculty move up the earnings distribution, and commercial engagement becomes a larger contributor. Men and women engage with similar industries, but men earn more in all shared industries.
    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.
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  • 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.
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  • 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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  • Working Paper

    The Effect of the Minimum Wage on Childcare Establishments

    August 2025

    Working Paper Number:

    CES-25-53

    Childcare is essential for working families, yet it remains increasingly unaffordable and inaccessible for parents and offers poverty-level wages to many employees. While research suggests minimum wage policies may improve the welfare of low-wage workers, there is also evidence they may increase firm exits, especially among smaller, low-profit firms, which could reduce access and harm consumer well-being. This study is the first to examine these trade-offs in the childcare industry, a labor-intensive, highly regulated sector where capital-labor substitution is limited, and to provide evidence on how minimum wage policies affect a dual-sector labor market in the U.S., where self-employed and waged providers serve overlapping markets. Using variation from state-level minimum wage increases between 1995 and 2019 and unique microdata, I implement a cross-state county border discontinuity design to estimate impacts on the stocks, flows, and composition of childcare establishments. I find that while county-level aggregate establishment stocks and employment remained stable, establishment-level turnover increased, and employment decreased. I reconcile these findings by showing that minimum wage increases prompted reallocation, with larger establishments in the waged-sector more likely to enter and less likely to exit, making this one of the first studies to link null aggregate effects to shifts in establishment composition. Finally, I show that minimum wage increases may negatively affect the self-employed sector, resulting in fewer owners with advanced degrees and more with only high school education. These findings suggest that minimum wage policies reshape who provides care in ways that could affect both quality and access.
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