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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 81 through 90 of 406


  • Working Paper

    The Local Origins of Business Formation: Entry as a Two-Stage Process

    July 2023

    Working Paper Number:

    CES-23-34R

    The business entry literature typically observes firms only at the first hire. We provide a new perspective using linked administrative microdata tracking the universe of U.S. business applications and their transition into employer firms. We model entry as a two-stage process: pursuit of a business idea (proxied by a business application) and implementation (transition). Results show these margins are distinct and associate differently with local conditions. While both margins matter, high-startup locations are characterized by high application intensity, whereas low-startup locations exhibit low transition rates, suggesting geographic disparities in entry arise from different dynamics at each stage of the entrepreneurial process.
    View Full Paper PDF
  • Working Paper

    The Changing Firm and Country Boundaries of US Manufacturers in Global Value Chains

    July 2023

    Authors: Teresa C. Fort

    Working Paper Number:

    CES-23-38

    This paper documents how US firms organize goods production across firm and country boundaries. Most US firms that perform physical transformation tasks in-house using foreign manufacturing plants in 2007 also own US manufacturing plants; moreover manufacturing comprises their main domestic activity. By contrast, 'factoryless goods producers' outsource all physical transformation tasks to arm's-length contractors, focusing their in-house efforts on design and marketing. This distinct firm type is missing from standard analyses of manufacturing, growing in importance, and increasingly reliant on foreign suppliers. Physical transformation 'within-the-firm' thus coincides with substantial physical transformation 'within-the-country,' whereas its performance 'outside-the-firm' often also implies 'outside-the-country.' Despite these differences, factoryless goods producers and firms with foreign and domestic manufacturing plants both employ relatively high shares of US knowledge workers. These patterns call for new models and data to capture the potential for foreign production to support domestic innovation, which US firms leverage around the world.
    View Full Paper PDF
  • Working Paper

    Access to Financing and Racial Pay Gap Inside Firms

    July 2023

    Working Paper Number:

    CES-23-36

    How does access to financing influence racial pay inequality inside firms? We answer this question using the employer-employee matched data administered by the U.S. Census Bureau and detailed resume data recording workers' career trajectories. Exploiting exogenous shocks to firms' debt capacity, we find that better access to debt financing significantly narrows the earnings gap between minority and white workers. Minority workers experience a persistent increase in earnings and also a rise in the pay rank relative to white workers in the same firm. The effect is more pronounced among mid- and high-skill minority workers, in areas where white workers are in shorter supply, and for firms with ex-ante less diverse boards and greater pre-existing racial inequality. With better access to financing, minority workers are also more likely to be promoted or be reassigned to technology-oriented occupations compared to white workers. Our evidence is consistent with access to financing making firms better utilize minority workers' human capital.
    View Full Paper PDF
  • Working Paper

    Unionization, Employer Opposition, and Establishment Closure

    July 2023

    Working Paper Number:

    CES-23-35

    We study the effect of private-sector unionization on establishment employment and survival. Specifically, we analyze National Labor Relations Board union elections from 1981'2005 using administrative Census data. Our empirical strategy extends standard difference-in-differences techniques with regression discontinuity extrapolation methods. This allows us to avoid biases from only comparing close elections and to estimate treatment effects that include larger marginof- victory elections. Using this strategy, we show that unionization decreases an establishment's employment and likelihood of survival, particularly in manufacturing and other blue-collar and industrial sectors. We hypothesize that two reasons for these effects are firms' ability to avoid working with new unions and employers' opposition to unions. We find that the negative effects are significantly larger for elections at multi-establishment firms. Additionally, after a successful union election at one establishment, employment increases at the firms' other establishments. Both pieces of evidence are consistent with firms avoiding new unions by shifting production from unionized establishments to other establishments. Finally, we find larger declines in employment and survival following elections where managers or owners were likely more opposed to the union. This evidence supports new reasons for the negative effects of unionization we document.
    View Full Paper PDF
  • Working Paper

    The Local Origins of Business Formation

    July 2023

    Working Paper Number:

    CES-23-34

    What locations generate more business ideas, and where are ideas more likely to turn into businesses? Using comprehensive administrative data on business applications, we analyze the spatial disparity in the creation of business ideas and the formation of new employer startups from these ideas. Startups per capita exhibit enormous variation across granular units of geography. We decompose this variation into variation in ideas per capita and in their rate of transition to startups, and find that both components matter. Observable local demographic, economic, financial, and business conditions accounts for a significant fraction of the variation in startups per capita, and more so for the variation in ideas per capita than in transition rate. Income, education, age, and foreign-born share are generally strong positive correlates of both idea generation and transition. Overall, the relationship of local conditions with ideas differs from that with transition rate in magnitude, and sometimes, in sign: certain conditions (notably, the African-American share of the population) are positively associated with ideas, but negatively with transition rates. We also find a close correspondence between the actual rank of locations in terms of startups per capita and the predicted rank based only on observable local conditions ' a result useful for characterizing locations with high startup activity.
    View Full Paper PDF
  • Working Paper

    Technology Lock-In and Costs of Delayed Climate Policy

    July 2023

    Working Paper Number:

    CES-23-33

    This paper studies the implications of current energy prices for future energy efficiency and climate policy. Using U.S. Census microdata and quasi-experimental variation in energy prices, we first show that manufacturing plants that open when electricity prices are low consume more energy throughout their lifetime, regardless of current electricity prices. We then estimate that a persistent bias of technological change toward energy can explain the long-term effects of entry-year electricity prices on energy intensity. Overall, this 'technology lock-in' implies that increasing entry-year electricity prices by 10% would decrease a plant's energy intensity of production by 3% throughout its lifetime.
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  • Working Paper

    Where Have All the "Creative Talents" Gone? Employment Dynamics of US Inventors

    April 2023

    Working Paper Number:

    CES-23-17

    How are inventors allocated in the US economy and does that allocation affect innovative capacity? To answer these questions, we first build a model where an inventor with a new idea has the possibility to work for an entrant or incumbent firm. Strategic considerations encourage the incumbent to hire the inventor, offering higher wages, and then not implement her idea. We then combine data on 760 thousand U.S. inventors with the LEHD data. We find that when an inventor is hired by an incumbent, their earnings increases by 12.6 percent and their innovative output declines by 6 to 11 percent.
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  • Working Paper

    On The Role of Trademarks: From Micro Evidence to Macro Outcomes

    March 2023

    Working Paper Number:

    CES-23-16R

    What are the effects of trademarks on the U.S. economy? Evidence from comprehensive micro data on trademark registrations and outcomes for U.S. employer firms suggests that trademarks protect firm value and are linked to higher firm growth and marketing activity. Motivated by this evidence, trademarks are introduced in a general equilibrium framework to quantify their aggregate effects. Firms invest in product quality and engage in both informative and persuasive advertising to build a customer base subject to depreciation. Persuasive advertising induces a perception of higher quality. Firms can register trademarks to reduce customer depreciation and enhance product awareness. The model's predictions about trademark registrations, firm growth, and advertising expenditures align with the empirical evidence. The analysis shows that, compared to the counterfactual economy without trademarks, the U.S. economy with trademarks generates higher average product quality but lower variety, ultimately resulting in greater welfare and higher industry concentration. While informative advertising improves welfare, persuasive advertising reduces it. Nevertheless, the positive welfare impact of trademarks outweighs the negative effects of persuasive advertising.
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  • Working Paper

    The Characteristics and Geographic Distribution of Robot Hubs in U.S. Manufacturing Establishments

    March 2023

    Working Paper Number:

    CES-23-14

    We use data from the Annual Survey of Manufactures to study the characteristics and geography of investments in robots across U.S. manufacturing establishments. We find that robotics adoption and robot intensity (the number of robots per employee) is much more strongly related to establishment size than age. We find that establishments that report having robotics have higher capital expenditures, including higher information technology (IT) capital expenditures. Also, establishments are more likely to have robotics if other establishments in the same Core-Based Statistical Area (CBSA) and industry also report having robotics. The distribution of robots is highly skewed across establishments' locations. Some locations, which we call Robot Hubs, have far more robots than one would expect even after accounting for industry and manufacturing employment. We characterize these Robot Hubs along several industry, demographic, and institutional dimensions. The presence of robot integrators and higher levels of union membership are positively correlated with being a Robot Hub.
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  • Working Paper

    Methodology on Creating the U.S. Linked Retail Health Clinic (LiRHC) Database

    March 2023

    Working Paper Number:

    CES-23-10

    Retail health clinics (RHCs) are a relatively new type of health care setting and understanding the role they play as a source of ambulatory care in the United States is important. To better understand these settings, a joint project by the Census Bureau and National Center for Health Statistics used data science techniques to link together data on RHCs from Convenient Care Association, County Business Patterns Business Register, and National Plan and Provider Enumeration System to create the Linked RHC (LiRHC, pronounced 'lyric') database of locations throughout the United States during the years 2018 to 2020. The matching methodology used to perform this linkage is described, as well as the benchmarking, match statistics, and manual review and quality checks used to assess the resulting matched data. The large majority (81%) of matches received quality scores at or above 75/100, and most matches were linked in the first two (of eight) matching passes, indicating high confidence in the final linked dataset. The LiRHC database contained 2,000 RHCs and found that 97% of these clinics were in metropolitan statistical areas and 950 were in the South region of the United States. Through this collaborative effort, the Census Bureau and National Center for Health Statistics strive to understand how RHCs can potentially impact population health as well as the access and provision of health care services across the nation.
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