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

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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 111 through 120 of 406


  • Working Paper

    Shareholder Power and the Decline of Labor

    May 2022

    Working Paper Number:

    CES-22-17

    Shareholder power in the US grew over recent decades due to a steep rise in concentrated institutional ownership. Using establishment-level data from the US Census Bureau's Longitudinal Business Database for 1982-2015, this paper examines the impact of increases in concentrated institutional ownership on employment, wages, shareholder returns, and labor productivity. Consistent with theory of the firm based on conflicts of interests between shareholders and stakeholders, we find that establishments of firms that experience an increase in ownership by larger and more concentrated institutional shareholders have lower employment and wages. This result holds in both panel regressions with establishment fixed effects and a difference-in-differences design that exploits large increases in concentrated institutional ownership, and is robust to controls for industry and local shocks. The result is more pronounced in industries where labor is relatively less unionized, in more monopsonistic local labor markets, and for dedicated and activist institutional shareholders. The labor losses are accompanied by higher shareholder returns but no improvements in labor productivity, suggesting that shareholder power mainly reallocates rents away from workers. Our results imply that the rise in concentrated institutional ownership could explain about a quarter of the secular decline in the aggregate labor share.
    View Full Paper PDF
  • Working Paper

    Has toughness of local competition declined?

    May 2022

    Authors: Lan Dinh

    Working Paper Number:

    CES-22-13

    Recent evidence on rm-level markups and concentration raises a concern that market competition has declined in the U.S. over the last few decades. Since measuring competition is difficult, methodologies used to arrive at these findings have merits but also raise technical concerns which question the validity of these results. Given the significance of documenting how competition has changed, I contribute to this literature by studying a different measure of competition. Specifically, I estimate the toughness of local competition over time. To derive this estimate, I use a generalized monopolistic competition model with variable markups. This model generates insights that allows me to measure competition as the sensitivity of weighted-average markup to changes in the number of competitors using directly observable variables. Compared to firm-level markups estimation, this method relaxes the need to estimate production functions. I then use confidential Census data to estimate toughness of local competition from 1997 to 2016, which shows that local competition has decreased in non-tradable industries on average in the U.S. during this time period.
    View Full Paper PDF
  • Working Paper

    Automation and the Workforce: A Firm-Level View from the 2019 Annual Business Survey

    April 2022

    Working Paper Number:

    CES-22-12R

    This paper describes the adoption of automation technologies by US firms across all economic sectors by leveraging a new module introduced in the 2019 Annual Business Survey, conducted by the US Census Bureau in partnership with the National Center for Science and Engineering Statistics (NCSES). The module collects data from over 300,000 firms on the use of five advanced technologies: AI, robotics, dedicated equipment, specialized software, and cloud computing. The adoption of these technologies remains low (especially for AI and robotics), varies substantially across industries, and concentrates on large and young firms. However, because larger firms are much more likely to adopt them, 12-64% of US workers and 22-72% of manufacturing workers are exposed to these technologies. Firms report a variety of motivations for adoption, including automating tasks previously performed by labor. Consistent with the use of these technologies for automation, adopters have higher labor productivity and lower labor shares. In particular, the use of these technologies is associated with a 11.4% higher labor productivity, which accounts for 20'30% of the difference in labor productivity between large firms and the median firm in an industry. Adopters report that these technologies raised skill requirements and led to greater demand for skilled labor, but brought limited or ambiguous effects to their employment levels.
    View Full Paper PDF
  • Working Paper

    Innovation and Appropriability: Revisiting the Role of Intellectual Property

    March 2022

    Working Paper Number:

    CES-22-09

    It is more than 25 years since the authors of the Yale and Carnegie surveys studied how firms seek to protect the rents from innovation. In this paper, we revisit that question using a nationally representative sample of firms over the period 2008-2015, with the goal of updating and extending a set of stylized facts that has been influential for our understanding of the economics of innovation. There are five main findings. First, while patenting firms are relatively uncommon in the economy, they account for an overwhelming share of R&D spending. Second, utility patents are considered less important than other forms of IP protection, like trade secrets, trademarks, and copyrights. Third, industry differences explain a great deal of the level of firms' engagement with IP, with high-tech firms on average being more active on all forms of IP. Fourth, we do not find any significant difference in the use of IP strategies across firms at different points of their life cycle. Lastly, unlike age, firms of different size appear to manage IP significantly differently. On average, larger firms tend to engage much more extensively in the protection of IP, and this pattern cannot be easily explained by differences in the type of R&D or innovation produced by a firm. We also discuss the implications of these findings for innovation research and policy.
    View Full Paper PDF
  • Working Paper

    Employer Concentration and Labor Force Participation

    March 2022

    Working Paper Number:

    CES-22-08

    This paper examines the association between employer concentration and labor outcomes (labor force participation and employment). It uses restricted data from the U.S. Census Bureau's Longitudinal Business Database to estimate, at the county level, to what extent more concentrated labor markets have lower labor force participation rates and lower employment. The analysis also examines whether unionization rates and education levels mediate these associations.
    View Full Paper PDF
  • Working Paper

    The Evolution of U.S. Retail Concentration

    March 2022

    Working Paper Number:

    CES-22-07

    Increases in national concentration have been a salient feature of industry dynamics in the U.S. and have contributed to concerns about increasing market power. Yet, local trends may be more informative about market power, particularly in the retail sector where consumers have traditionally shopped at nearby stores. We find that local concentration has increased almost in parallel with national concentration using novel Census data on product-level revenue for all U.S. retail stores. The increases in concentration are broad based, affecting most markets, products, and retail industries. We implement a new decomposition of the national Herfindahl Hirschman Index and show that despite similar trends, national and local concentration reflect different changes in the retail sector. The increase in national concentration comes from consumers in different markets increasingly buying from the same firms and does not reflect changes in local market power. We estimate a model of retail competition which links local concentration to markups. The model implies that the increase in local concentration explains one-third of the observed increase in markups.
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  • Working Paper

    Capital Investment and Labor Demand

    February 2022

    Working Paper Number:

    CES-22-04

    We study how bonus depreciation, a policy designed to lower the cost of capital, impacted investment and labor demand in the US manufacturing sector. Difference-in-differences estimates using restricted-use US Census Data on manufacturing establishments show that this policy increased both investment and employment, but did not lead to wage or productivity gains. Using a structural model, we show that the primary effect of the policy was to increase the use of all inputs by lowering overall costs of production. The policy further stimulated production employment due to the complementarity of production labor and capital. Supporting this conclusion, we nd that investment is greater in plants with lower labor costs. Our results show that recent policies that incentivize capital investment do not lead manufacturing plants to replace workers with machines.
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  • Working Paper

    The Transformation of Self Employment

    February 2022

    Working Paper Number:

    CES-22-03

    Over the past half-century, while self-employment has consistently accounted for around one in ten of the United States workforce, its composition has changed. Since 1970, industries with high startup capital requirements have declined from 53% of self-employment to 23%. This same time period also witnessed declines in 'hometown' local entrepreneurship and the probability of the self-employed being among top earners. Using 2016 data, we show that high startup capital requirements are linked with lower profitability at small scales. The transition away from high startup capital industries appears most closely linked to changes in small business production functions and less due to advantageous reallocation to other opportunities, growth in returns-to-scale among large businesses, or a worsening of financing conditions and debt levels.
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  • Working Paper

    A Long View of Employment Growth and Firm Dynamics in the United States: Importers vs. Exporters vs. Non-Traders

    December 2021

    Working Paper Number:

    CES-21-38

    The first experimental product from the U.S. Census Bureau's Business Dynamics Statistics (BDS) program -- BDS-Goods Traders -- provides annual, public-use measures of business dynamics by four mutually exclusive goods-trading classifications: exporter only, importer only, exporter and importer, and non-trader. The BDS-Goods Traders offers a comprehensive view of employment growth at firms associated with goods trading activities in the United States from 1992-2019. We highlight three patterns. First, employment is skewed towards goods traders in several ways. Only 6% of all U.S. firms are goods traders but they account for half of total employment. Moreover, 80% of large firms and 70% of older firms are goods traders. Second, exporter-importer firms represent 70% of manufacturing employment and over half of employment in services-producing industries (management, retail, transportation, utilities, and wholesale). Third, goods-traders exhibit higher net job creation rates than non-traders controlling for firm size, age, and sector. Goods traders contribution to total job creation grows over time, rising to more than half after 2008.
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  • Working Paper

    Firm Finances and Responses to Trade Liberalization: Evidence from U.S. Tariffs on China

    November 2021

    Authors: Avishai Schiff

    Working Paper Number:

    CES-21-37

    This paper examines the relationship between a firm's finances and its response to trade liberalization. Using a landmark change in U.S. tariff policy vis-'-vis Chinese imports and micro level data from the U.S. Census Bureau, I find larger manufacturing job losses in better capitalized firms - those with less leverage and more cash on hand. The effects concentrate in industries where weaker balance sheets are likely to lead to collateral and other borrowing constraints, helping rule out alternative explanations. Finally, domestic manufacturing job losses are not accompanied by greater reductions in sales or aggregate employment, but better capitalized firms do exhibit reduced input costs and increased productivity. These findings point to offshoring as the predominant firm response to trade liberalization and suggest a role for financial capacity in facilitating offshoring investments.
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