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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 - 240

Bureau of Labor Statistics - 145

Center for Economic Studies - 132

Census Bureau Disclosure Review Board - 130

Employer Identification Numbers - 113

Internal Revenue Service - 112

Standard Industrial Classification - 112

National Science Foundation - 106

Longitudinal Employer Household Dynamics - 101

Ordinary Least Squares - 100

Federal Statistical Research Data Center - 99

Annual Survey of Manufactures - 98

Bureau of Economic Analysis - 97

National Bureau of Economic Research - 96

Total Factor Productivity - 91

Business Register - 89

Economic Census - 87

Business Dynamics Statistics - 79

Census of Manufactures - 75

Census Bureau Business Register - 70

Disclosure Review Board - 67

Census of Manufacturing Firms - 64

Chicago Census Research Data Center - 63

Federal Reserve Bank - 62

Census Bureau Longitudinal Business Database - 62

Standard Statistical Establishment List - 56

Current Population Survey - 55

American Community Survey - 52

Metropolitan Statistical Area - 50

County Business Patterns - 48

Social Security Administration - 40

Special Sworn Status - 40

Longitudinal Firm Trade Transactions Database - 39

Alfred P Sloan Foundation - 39

Kauffman Foundation - 38

Patent and Trademark Office - 37

Department of Homeland Security - 36

Research Data Center - 34

Decennial Census - 33

International Trade Research Report - 33

Longitudinal Research Database - 33

University of Chicago - 33

Cobb-Douglas - 31

Herfindahl Hirschman Index - 31

Service Annual Survey - 31

University of Maryland - 30

Federal Reserve System - 29

Survey of Business Owners - 29

Quarterly Census of Employment and Wages - 29

Organization for Economic Cooperation and Development - 28

Quarterly Workforce Indicators - 28

Michigan Institute for Teaching and Research in Economics - 26

Retail Trade - 26

Small Business Administration - 25

Social Security - 25

Integrated Longitudinal Business Database - 25

World Bank - 25

Department of Labor - 23

Financial, Insurance and Real Estate Industries - 23

Wholesale Trade - 23

Securities and Exchange Commission - 22

Protected Identification Key - 22

Company Organization Survey - 21

Department of Economics - 21

Survey of Industrial Research and Development - 21

Social Security Number - 21

World Trade Organization - 20

Technical Services - 20

W-2 - 20

Initial Public Offering - 20

New York University - 19

Business Employment Dynamics - 18

Office of Management and Budget - 18

Harmonized System - 17

Cornell University - 17

Individual Characteristics File - 17

Survey of Income and Program Participation - 17

Board of Governors - 16

Annual Business Survey - 16

University of Michigan - 16

Census of Retail Trade - 16

Census Bureau Business Dynamics Statistics - 16

Postal Service - 16

Accommodation and Food Services - 16

Employer Characteristics File - 15

Information and Communication Technology Survey - 15

Center for Research in Security Prices - 15

Environmental Protection Agency - 15

Unemployment Insurance - 15

Business Research and Development and Innovation Survey - 15

Characteristics of Business Owners - 15

Generalized Method of Moments - 15

Employment History File - 15

National Center for Science and Engineering Statistics - 14

General Accounting Office - 14

Herfindahl-Hirschman - 14

Annual Survey of Entrepreneurs - 14

American Economic Association - 14

Local Employment Dynamics - 14

American Economic Review - 14

Boston College - 13

2010 Census - 13

Department of Agriculture - 13

NBER Summer Institute - 13

European Union - 13

Energy Information Administration - 13

Occupational Employment Statistics - 13

Arts, Entertainment - 13

Core Based Statistical Area - 13

COMPUSTAT - 13

University of California Los Angeles - 13

Review of Economics and Statistics - 13

Business Services - 12

Establishment Micro Properties - 12

COVID-19 - 12

IQR - 12

Business R&D and Innovation Survey - 12

Foreign Direct Investment - 12

Public Administration - 12

Journal of Economic Literature - 12

North American Industry Classi - 12

Linear Probability Models - 11

National Establishment Time Series - 11

Federal Trade Commission - 11

Guzman and Stern - 11

Limited Liability Company - 11

Labor Productivity - 11

National Income and Product Accounts - 11

Stanford University - 11

IBM - 11

Management and Organizational Practices Survey - 11

Kauffman Firm Survey - 11

Retirement History Survey - 11

Bureau of Labor - 11

Harvard University - 11

Permanent Plant Number - 11

Department of Commerce - 10

Customs and Border Protection - 10

Harvard Business School - 10

Quarterly Journal of Economics - 10

TFPQ - 10

Business Formation Statistics - 10

Department of Energy - 10

Standard Occupational Classification - 10

Health Care and Social Assistance - 10

University of Toronto - 10

Census Bureau Center for Economic Studies - 10

Federal Register - 9

Agriculture, Forestry - 9

Columbia University - 9

Journal of Political Economy - 9

Professional Services - 9

New York Times - 9

Sloan Foundation - 9

Business Register Bridge - 9

Statistics Canada - 9

State Energy Data System - 9

Duke University - 9

European Commission - 8

International Trade Commission - 8

Council of Economic Advisers - 8

Current Employment Statistics - 8

Office of Personnel Management - 8

University of California - 8

National Institutes of Health - 8

National Employer Survey - 8

Legal Form of Organization - 8

Hypothesis 2 - 8

Educational Services - 8

Census Numident - 8

Ewing Marion Kauffman Foundation - 8

Data Management System - 8

George Mason University - 8

North American Free Trade Agreement - 8

Journal of International Economics - 8

2SLS - 7

Federal Reserve Board of Governors - 7

TFPR - 7

Department of Justice - 7

University of Texas - 7

Employer-Household Dynamics - 7

Person Validation System - 7

Nonemployer Statistics - 7

United States Census Bureau - 7

Ohio State University - 7

Paycheck Protection Program - 7

VAR - 7

E32 - 7

Net Present Value - 7

Census of Services - 7

Federal Tax Information - 7

Northwestern University - 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 Emergency Management Agency - 6

Labor Turnover Survey - 6

Manufacturing Energy Consumption Survey - 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

Department of State - 5

Disability Insurance - 5

Research and Development - 5

National Longitudinal Survey of Youth - 5

Federal Statistical System - 5

HHS - 5

Washington University - 5

Cornell Institute for Social and Economic Research - 5

Georgetown University - 5

LEHD Program - 5

Successor Predecessor File - 5

Geographic Information Systems - 5

Probability Density Function - 5

Computer Network Use Supplement - 5

United Nations - 5

National Academy of Sciences - 5

Commodity Flow Survey - 5

PSID - 5

Center for Administrative Records Research - 5

Federal Insurance Contribution Act - 4

Form W-2 - 4

Multiple Worksite Report - 4

COVID - 4

UC Berkeley - 4

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

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

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

DOB - 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

Earned Income Tax Credit - 3

ASEC - 3

Maximum Likelihood Estimation - 3

Toxics Release Inventory - 3

LEHD Origin-Destination Employment Statistics - 3

Health and Retirement Study - 3

Value Added - 3

Brookings Institution - 3

SSA Numident - 3

Michigan Institute for Data Science - 3

Carnegie Mellon University - 3

Regression Discontinuity Design - 3

Detailed Earnings Records - 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

Boston Research Data Center - 3

John Haltiwanger - 41

Lucia Foster - 30

Ron Jarmin - 26

Javier Miranda - 25

Emin Dinlersoz - 19

Nathan Goldschlag - 17

Fariha Kamal - 13

Cheryl Grim - 12

Martha Stinson - 11

William Kerr - 11

Henry Hyatt - 10

Teresa C. Fort - 10

J. David Brown - 10

Zoltan Wolf - 9

Shawn Klimek - 9

Emek Basker - 8

Erik Brynjolfsson - 8

J. Daniel Kim - 8

Catherine Buffington - 8

Peter Schott - 8

Nikolas Zolas - 8

C.J. Krizan - 8

John S. Earle - 7

Erika McEntarfer - 7

Xavier Giroud - 7

Natarajan Balasubramanian - 7

G. Jacob Blackwood - 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

Timothy Dunne - 5

Hyunseob Kim - 5

Mariko Sakakibara - 5

Kristin McCue - 5

Nuri Ersahin - 5

Joseph Staudt - 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

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

Robert Seamans - 3

J. Frank Li - 3

Yueyuan Ma - 3

Dominic A. Smith - 3

Cody Tuttle - 3

Jeremy Greenwood - 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

Veronika Penciakova - 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 - 93

manufacturing - 92

employ - 90

market - 89

entrepreneurship - 83

employed - 78

labor - 77

entrepreneur - 77

recession - 77

sector - 76

macroeconomic - 73

company - 72

industrial - 71

workforce - 71

employee - 68

production - 68

revenue - 66

enterprise - 66

econometric - 65

investment - 63

sale - 62

gdp - 55

entrepreneurial - 53

innovation - 53

economist - 53

economically - 50

payroll - 49

venture - 49

earnings - 47

acquisition - 47

export - 46

finance - 43

expenditure - 42

financial - 41

endogeneity - 41

establishment - 40

quarterly - 38

estimating - 38

patent - 37

employment growth - 34

organizational - 33

spillover - 32

manufacturer - 32

corporation - 32

agency - 31

demand - 31

multinational - 30

survey - 30

trend - 30

merger - 30

exporter - 29

worker - 29

produce - 28

hiring - 27

inventory - 27

proprietor - 27

wholesale - 27

proprietorship - 27

leverage - 26

patenting - 26

technological - 25

aggregate - 25

import - 25

investor - 24

debt - 24

startup - 24

corporate - 23

financing - 23

profit - 23

loan - 22

accounting - 21

incorporated - 21

job - 21

productivity growth - 21

incentive - 20

bank - 20

innovative - 20

occupation - 20

subsidiary - 20

trading - 19

efficiency - 19

innovate - 19

earner - 19

disclosure - 19

productive - 19

regional - 19

monopolistic - 18

longitudinal - 18

invention - 18

report - 18

competitor - 18

employment dynamics - 18

equity - 17

funding - 17

bankruptcy - 17

lender - 17

founder - 17

profitability - 17

estimation - 17

lending - 17

statistical - 17

hire - 17

importer - 17

metropolitan - 17

firms grow - 17

exporting - 16

regress - 16

shock - 16

geographically - 16

data - 16

technology - 15

declining - 15

decline - 15

tariff - 15

impact - 15

banking - 15

stock - 15

economic census - 15

regulation - 14

supplier - 14

exported - 14

turnover - 14

region - 14

econometrician - 14

borrowing - 14

microdata - 14

opportunity - 14

retail - 14

data census - 14

respondent - 14

prospect - 14

growth productivity - 14

researcher - 14

foreign - 14

immigrant - 14

industry productivity - 14

custom - 13

invest - 13

population - 13

creditor - 13

productivity dispersion - 13

heterogeneity - 13

unemployed - 13

salary - 13

census bureau - 13

area - 13

firms export - 12

investing - 12

depreciation - 12

employment statistics - 12

diversification - 12

borrower - 12

retailer - 12

country - 12

wages productivity - 12

employment data - 12

younger firms - 12

warehousing - 12

rent - 12

sourcing - 12

firms productivity - 12

state - 12

startup firms - 12

business data - 12

regression - 12

shipment - 11

regulatory - 11

minority - 11

federal - 11

liquidation - 11

innovating - 11

exogeneity - 11

layoff - 11

database - 11

census data - 11

record - 11

labor markets - 11

factory - 11

business startups - 11

rural - 11

innovator - 11

endogenous - 11

city - 11

corp - 11

manager - 11

aggregate productivity - 11

ownership - 11

acquirer - 11

labor statistics - 10

census employment - 10

monopolistically - 10

strategic - 10

collateral - 10

patented - 10

relocation - 10

earn - 10

firms patents - 10

employment estimates - 10

trends employment - 10

firms young - 10

sectoral - 10

producing - 10

larger firms - 10

contract - 10

ethnicity - 10

geography - 10

datasets - 10

labor productivity - 10

retirement - 9

fund - 9

union - 9

bankrupt - 9

startups employees - 9

shift - 9

oligopolistic - 9

emission - 9

epa - 9

credit - 9

businesses grow - 9

workplace - 9

employment trends - 9

shareholder - 9

growth employment - 9

international trade - 9

hispanic - 9

migrant - 9

importing - 9

immigration - 9

research - 9

firm growth - 9

growth firms - 9

study - 9

outsourcing - 9

employing - 9

wealth - 9

consumer - 9

productivity measures - 9

takeover - 9

institutional - 8

debtor - 8

tenure - 8

regressing - 8

compensation - 8

borrow - 8

housing - 8

product - 8

specialization - 8

executive - 8

commerce - 8

competitiveness - 8

patents firms - 8

wage growth - 8

firms employment - 8

globalization - 8

exporters multinationals - 8

development - 8

outsourced - 8

imported - 8

firms size - 8

subsidy - 8

firm dynamics - 8

estimates employment - 8

externality - 8

productivity firms - 8

industry employment - 8

conglomerate - 8

census business - 7

unemployment rates - 7

average - 7

irs - 7

productivity distribution - 7

bias - 7

aggregation - 7

entry productivity - 7

pollution - 7

mortgage - 7

information census - 7

consolidated - 7

dispersion productivity - 7

measures productivity - 7

nonemployer businesses - 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

employment firms - 7

share - 7

firms trade - 7

exporting firms - 7

multinational firms - 7

reallocation productivity - 7

neighborhood - 7

geographic - 7

trademark - 7

downturn - 7

employee data - 7

agriculture - 7

regional economic - 7

cost - 7

buyer - 7

restructuring - 7

firms exporting - 6

tax - 6

restaurant - 6

spending - 6

unobserved - 6

employment distribution - 6

environmental - 6

polluting - 6

trader - 6

advancement - 6

innovation patenting - 6

migration - 6

warehouse - 6

sector productivity - 6

firm innovation - 6

firm patenting - 6

factor productivity - 6

innovation productivity - 6

employees startups - 6

worker demographics - 6

firms age - 6

regressors - 6

poverty - 6

good - 6

industry wages - 6

urban - 6

analysis - 6

decade - 6

competitive - 6

industry concentration - 6

firms census - 6

immigrant entrepreneurs - 6

confidentiality - 6

statistician - 6

coverage - 6

matching - 6

managerial - 6

management - 6

productivity wage - 6

capital - 6

businesses census - 6

rates employment - 6

fluctuation - 6

aging - 6

volatility - 6

asset - 5

pension - 5

discrimination - 5

filing - 5

productivity capital - 5

state employment - 5

impact employment - 5

forecast - 5

diversified - 5

tech - 5

socioeconomic - 5

department - 5

store - 5

grocery - 5

disaster - 5

prevalence - 5

security - 5

rates productivity - 5

longitudinal employer - 5

wage regressions - 5

autoregressive - 5

employment production - 5

job growth - 5

employment entrepreneurship - 5

industry variation - 5

diversify - 5

plant productivity - 5

publicly - 5

transition - 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

exports firms - 5

profitable - 5

pollutant - 5

residential - 5

agglomeration - 5

2010 census - 4

mandate - 4

census disclosure - 4

employment declines - 4

establishments data - 4

employment count - 4

productivity variation - 4

analyst - 4

employment flows - 4

relocate - 4

university - 4

productivity analysis - 4

risk - 4

hurricane - 4

manufacturing productivity - 4

indian - 4

native - 4

firms import - 4

midwest - 4

immigrant workers - 4

marketing - 4

productivity increases - 4

industry growth - 4

location - 4

ethnic - 4

enforcement - 4

privacy - 4

insurance - 4

healthcare - 4

consumption - 4

electricity - 4

electricity prices - 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

business survival - 4

customer - 4

gain - 4

productivity plants - 4

earnings growth - 4

wages production - 4

linked census - 4

utilization - 4

clerical - 4

estimates productivity - 4

practices productivity - 4

manufacturing industries - 4

trade models - 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

restriction - 3

racial - 3

disparity - 3

quantity - 3

deviation - 3

measures employment - 3

applicant - 3

home - 3

graduate - 3

associate - 3

identifier - 3

firm data - 3

distribution - 3

merchandise - 3

percentile - 3

www 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

medicare - 3

energy prices - 3

renewable - 3

policy - 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

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

agricultural - 3

substitute - 3

franchise - 3

model - 3

supermarket - 3

empirical - 3

valuation - 3

demography - 3

plant investment - 3

environmental regulation - 3

Viewing papers 41 through 50 of 406


  • Working Paper

    The Intangible Divide: Why Do So Few Firms Invest in Innovation?

    February 2025

    Working Paper Number:

    CES-25-15

    Investments in software, R&D, and advertising have surged, nearing half of U.S. private nonresidential investment. Yet just a few hundred firms dominate this growth. Most firms, including large ones, regularly invest little in capitalized software and R&D, widening this 'intangible divide' despite falling intangible prices. Using comprehensive US Census microdata, we document these patterns and explore factors associated with intangible investment. We find that firms invest significantly less in innovation-related intangibles when their rivals invest more. One firm's investment can obsolesce rivals' investments, reducing returns. This negative pecuniary externality worsens the intangible divide, potentially leading to significant misallocation.
    View Full Paper PDF
  • Working Paper

    Corporate Share Repurchase Policies and Labor Share

    February 2025

    Working Paper Number:

    CES-25-14

    Using census data, we investigate whether share repurchases are responsible for the fall in labor share in U.S. corporations. Recent legislation imposes taxes on share repurchases, motivated by the assertion that share repurchases have led to reduced labor payments. Using several empirical approaches, we find no evidence that increases in share repurchases contribute to decreases in labor share. Top share repurchasing firms since 1982 did not decrease labor share. We also rely on exogenous changes in share repurchases around EPS announcements to pinpoint causality. Policies aimed at improving labor share by discouraging share repurchases will likely not achieve their objectives.
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  • Working Paper

    Leveraged Payouts: How Using New Debt to Pay Returns in Private Equity Affects Firms, Employees, Creditors, and Investors

    January 2025

    Working Paper Number:

    CES-25-12

    We study the causal effect of a large increase in firm leverage. Our setting is dividend recapitalizations in private equity (PE), where portfolio companies take on new debt to pay investor returns. After accounting for positive selection into more debt, we show that large leverage increases make firms much riskier, dramatically raising exit and bankruptcy rates but also IPOs. The debt-bankruptcy relationship is in line with Altman-Z model predictions for private firms. Dividend recapitalizations increase deal returns but reduce: (a) wages among surviving firms; (b) pre-existing loan prices; and (c) fund returns, which seems to reflect moral hazard via new fundraising. These results suggest negative implications for employees, pre-existing creditors, and investors.
    View Full Paper PDF
  • Working Paper

    Workers' Job Prospects and Young Firm Dynamics

    January 2025

    Authors: Seula Kim

    Working Paper Number:

    CES-25-09

    This paper investigates how worker beliefs and job prospects impact the wages and growth of young firms, as well as the aggregate economy. Building a heterogeneous-firm directed search model where workers gradually learn about firm types, I find that learning generates endogenous wage differentials for young firms. High-performing young firms must pay higher wages than equally high-performing old firms, while low-performing young firms offer lower wages than equally low-performing old firms. Reduced uncertainty or labor market frictions lower the wage differentials, thereby enhancing young firm dynamics and aggregate productivity. The results are consistent with U.S. administrative employee-employer matched data.
    View Full Paper PDF
  • Working Paper

    Business Dynamics Statistics of Coastal Counties: A Description of Differences in Coastal Areas Over Time

    January 2025

    Working Paper Number:

    CES-25-08R

    The Business Dynamics Statistics of Coastal Counties (BDS-CC) is a new experimental data product extending the set of statistics published by the Business Dynamics Statistics (BDS) program to provide more detail on businesses operating in coastal regions of the United States. The BDS-CC provides annual measures of employment, the number of establishments and firms, job creation, job destruction, openings, and closings for businesses in Coastal Shoreline (CS), Coastal Non-Shoreline (CNS), and Non-Coastal (NC) counties. Counties are grouped into these categories based on definitions from the National Oceanic and Atmospheric Administration (NOAA). This product allows for comparisons across industries and coastal regions of the impact of natural disasters and other events that affect coastal areas. The BDS-CC series provides annual statistics for 1978 to 2022 for each of the coastal categories by firm size and firm age, initial firm size, establishment size and establishment age, initial establishment size, sector, 3-digit NAICS code, 4-digit NAICS code, urban/rural categories, and various coastal regions. Following a description of the data and methodology, we highlight some historical trends and analyses conducted using these data.
    View Full Paper PDF
  • Working Paper

    The Effect of Oil News Shocks on Job Creation and Destruction

    January 2025

    Working Paper Number:

    CES-25-06

    Using data from the Annual Survey of Manufactures (ASM) and the Census of Manufacturing (CMF), we construct quarterly measures of job creation and destruction by 3-digit NAICS industries spanning from 1980Q3-2016Q4. These long series allow us to address three questions regarding the effect of oil news shocks. What is the average effect of oil news shocks on sectoral labor reallocation? What characteristics explain the observed heterogeneity in the average responses across industries? Has the response of US manufacturing changed over time? We find evidence that oil news shocks exert only a moderate effect on total manufacturing net employment growth but lead to a significant increase in job reallocation. However, we find a high degree of heterogeneity in responses across industries. We then show that the cross-industry variation in the sensitivity of net employment growth and excess job reallocation to oil news shocks is related to differences in energy costs, the rate of energy to capital expenditures, and the share of mature firms in the industry. Finally, we illustrate how the dynamic response of sectoral job creation and destruction to oil news shocks has declined since the mid-2000s.
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  • Working Paper

    Measuring the Business Dynamics of Firms that Received Pandemic Relief Funding: Findings from a New Experimental BDS Data Product

    January 2025

    Working Paper Number:

    CES-25-05

    This paper describes a new experimental data product from the U.S. Census Bureau's Center for Economic Studies: the Business Dynamics Statistics (BDS) of firms that received Small Business Administration (SBA) pandemic funding. This new product, BDS-SBA COVID, expands the set of currently published BDS tables by linking loan-level program participation data from SBA to internal business microdata at the U.S. Census Bureau. The linked programs include the Paycheck Protection Program (PPP), COVID Economic Injury Disaster Loans (COVID-EIDL), the Restaurant Revitalization Fund (RRF), and Shuttered Venue Operators Grants (SVOG). Using these linked data, we tabulate annual firm and establishment counts, measures of job creation and destruction, and establishment entry and exit for recipients and non-recipients of program funds in 2020-2021. We further stratify the tables by timing of loan receipt and loan size, and business characteristics including geography, industry sector, firm size, and firm age. We find that for the youngest firms that received PPP, the timing of receipt mattered. Receiving an early loan correlated with a lower job destruction rate compared to non-recipients and businesses that received a later loan. For the smallest firms, simply participating in PPP was associated with lower employment loss. The timing of PPP receipt was also related to establishment exit rates. For businesses of nearly all ages, those that received an early loan exited at a lower rate in 2022 than later loan recipients.
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  • Working Paper

    Exploring the Hiring, Pay, and Trading Patterns of U.S. Firms: The Dominance of Multinationals Engaged in Related-Party Trade

    December 2024

    Working Paper Number:

    CES-24-77

    We link U.S. job records with both firm-level business register and customs records to construct a novel set of summary statistics and descriptive regressions that highlight the central role played by the small set of multinational firms (denoted RP XM firms) who engage in both importing and exporting with related parties in translating international trade shocks to shifts in labor demand. We find that RP XM firms 1) dominate trade volumes; 2) account for very disproportionate shares of national employment and payroll; 3) employ greater shares of workers in higher pay deciles; 4) disproportionately poach other firms' high paid workers; 5) offer higher raises to their existing workers. These hiring and pay patterns generally exist even among new RP XM firms, but strengthen with RP XM tenure, and continue to hold, albeit at smaller magnitudes, after conditioning on standard proxies for firm and worker productivity. Taken together, these findings reveal that RP XM status is a reliable proxy for the kind of firm that drives the initial labor market impacts of trade shocks, and that high paid workers are likely to be most directly exposed to such shocks.
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  • Working Paper

    Financing, Ownership, and Performance: A Novel, Longitudinal Firm-Level Database

    December 2024

    Working Paper Number:

    CES-24-73

    The Census Bureau's Longitudinal Business Database (LBD) underpins many studies of firm-level behavior. It tracks longitudinally all employers in the nonfarm private sector but lacks information about business financing and owner characteristics. We address this shortcoming by linking LBD observations to firm-level data drawn from several large Census Bureau surveys. The resulting Longitudinal Employer, Owner, and Financing (LEOF) database contains more than 3 million observations at the firm-year level with information about start-up financing, current financing, owner demographics, ownership structure, profitability, and owner aspirations ' all linked to annual firm-level employment data since the firm hired its first employee. Using the LEOF database, we document trends in owner demographics and financing patterns and investigate how these business characteristics relate to firm-level employment outcomes.
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  • Working Paper

    Industry Shakeouts after an Innovation Breakthrough

    November 2024

    Authors: Xiaoyang Li

    Working Paper Number:

    CES-24-70

    Conventional wisdom suggests that after a technological breakthrough, the number of active firms first surges, and then sharply declines, in what is known as a 'shakeout'. This paper challenges that notion with new empirical evidence from across the U.S. economy, revealing that shakeouts are the exception, not the rule. I develop a statistical strategy to detect breakthroughs by isolating sustained anomalies in net firm entry rates, offering a robust alternative to narrative-driven approaches that can be applied to all industries. The results of this strategy, which reliably align with well-documented breakthroughs and remain consistent across various validation tests, uncover a novel trend: the number of entry-driven breakthroughs has been declining over time. The variability and frequent absence of shakeouts across breakthrough industries are consistent with breakthroughs primarily occurring in industries with low returns to scale and with modest learning curves, shifting the narrative on the nature of innovation over the past forty years in the U.S.
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