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Papers Containing Tag(s): 'North American Industry Classification System'

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Longitudinal Business Database - 240

Center for Economic Studies - 140

Bureau of Labor Statistics - 139

Census Bureau Disclosure Review Board - 138

Standard Industrial Classification - 116

Internal Revenue Service - 110

Ordinary Least Squares - 103

Federal Statistical Research Data Center - 102

Longitudinal Employer Household Dynamics - 101

Employer Identification Numbers - 101

National Science Foundation - 101

Annual Survey of Manufactures - 97

Economic Census - 97

Bureau of Economic Analysis - 92

Business Register - 89

National Bureau of Economic Research - 89

Total Factor Productivity - 78

Census of Manufactures - 74

Disclosure Review Board - 70

American Community Survey - 69

Business Dynamics Statistics - 62

Current Population Survey - 61

Census Bureau Business Register - 60

Census of Manufacturing Firms - 58

Federal Reserve Bank - 57

County Business Patterns - 56

Metropolitan Statistical Area - 52

Chicago Census Research Data Center - 49

Quarterly Census of Employment and Wages - 45

Standard Statistical Establishment List - 42

Census Bureau Longitudinal Business Database - 42

Decennial Census - 38

Social Security Administration - 37

Research Data Center - 37

Alfred P Sloan Foundation - 36

Protected Identification Key - 36

Quarterly Workforce Indicators - 35

University of Chicago - 34

Organization for Economic Cooperation and Development - 31

Special Sworn Status - 31

Longitudinal Firm Trade Transactions Database - 30

Cobb-Douglas - 30

Technical Services - 30

Service Annual Survey - 30

Social Security - 29

Federal Reserve System - 29

Social Security Number - 29

Department of Homeland Security - 27

Herfindahl Hirschman Index - 27

Patent and Trademark Office - 26

Harmonized System - 26

Unemployment Insurance - 26

Retail Trade - 26

Longitudinal Research Database - 26

Wholesale Trade - 25

Accommodation and Food Services - 25

Office of Management and Budget - 24

American Economic Review - 24

Kauffman Foundation - 23

Department of Labor - 22

2010 Census - 22

Core Based Statistical Area - 22

Survey of Business Owners - 21

Employer Characteristics File - 21

Michigan Institute for Teaching and Research in Economics - 21

Generalized Method of Moments - 21

International Trade Research Report - 21

Small Business Administration - 20

Annual Business Survey - 20

Company Organization Survey - 20

Individual Characteristics File - 20

Environmental Protection Agency - 20

Survey of Income and Program Participation - 20

North American Industry Classi - 20

W-2 - 19

Arts, Entertainment - 19

University of Maryland - 19

World Bank - 19

Securities and Exchange Commission - 18

Financial, Insurance and Real Estate Industries - 18

Quarterly Journal of Economics - 17

World Trade Organization - 17

Occupational Employment Statistics - 17

Local Employment Dynamics - 17

Postal Service - 17

NBER Summer Institute - 16

Business Employment Dynamics - 16

Employment History File - 16

Cornell University - 16

Agriculture, Forestry - 15

Energy Information Administration - 15

Department of Economics - 15

Public Administration - 15

Journal of Economic Literature - 15

Boston College - 14

American Economic Association - 14

Survey of Industrial Research and Development - 14

National Center for Science and Engineering Statistics - 14

New York University - 14

Sloan Foundation - 14

Review of Economics and Statistics - 14

Department of Commerce - 14

Board of Governors - 13

University of Michigan - 13

Information and Communication Technology Survey - 13

Journal of Political Economy - 13

COVID-19 - 13

IQR - 13

Herfindahl-Hirschman - 13

Management and Organizational Practices Survey - 13

Integrated Longitudinal Business Database - 13

Master Address File - 13

Census Bureau Business Dynamics Statistics - 13

Business R&D and Innovation Survey - 13

Business Research and Development and Innovation Survey - 13

Business Services - 12

Educational Services - 12

Establishment Micro Properties - 12

United Nations - 12

University of California Los Angeles - 12

Annual Survey of Entrepreneurs - 12

Office of Personnel Management - 12

LEHD Program - 12

Commodity Flow Survey - 12

Characteristics of Business Owners - 12

Health Care and Social Assistance - 12

Census Bureau Center for Economic Studies - 12

Manufacturing Energy Consumption Survey - 12

Journal of Economic Perspectives - 12

Permanent Plant Number - 12

Department of Agriculture - 11

National Establishment Time Series - 11

Professional Services - 11

Current Employment Statistics - 11

National Income and Product Accounts - 11

Department of Energy - 11

Census of Retail Trade - 11

Initial Public Offering - 11

European Union - 11

Journal of Labor Economics - 11

Harvard Business School - 10

AKM - 10

Multiple Worksite Report - 10

Standard Occupational Classification - 10

Oil and Gas Extraction - 10

Person Validation System - 10

United States Census Bureau - 10

Stanford University - 10

University of Toronto - 10

State Energy Data System - 10

Statistics Canada - 10

International Trade Commission - 9

Linear Probability Models - 9

Duke University - 9

Federal Trade Commission - 9

Limited Liability Company - 9

CDF - 9

Composite Person Record - 9

Cumulative Density Function - 9

Ewing Marion Kauffman Foundation - 9

Bureau of Labor - 9

Business Register Bridge - 9

Geographic Information Systems - 9

Labor Productivity - 9

Computer Network Use Supplement - 9

Medical Expenditure Panel Survey - 9

MIT Press - 9

Electronic Data Interchange - 9

Journal of International Economics - 9

Council of Economic Advisers - 8

General Accounting Office - 8

TFPQ - 8

Columbia University - 8

Guzman and Stern - 8

PSID - 8

Business Formation Statistics - 8

Department of Defense - 8

National Center for Health Statistics - 8

IBM - 8

National Longitudinal Survey of Youth - 8

Foreign Direct Investment - 8

Census Numident - 8

Economic Research Service - 8

Harvard University - 8

George Mason University - 8

American Housing Survey - 8

Review of Economic Studies - 8

Federal Tax Information - 8

Business Master File - 8

COVID - 7

Department of Justice - 7

Employer-Household Dynamics - 7

Census of Services - 7

Legal Form of Organization - 7

LEHD Origin-Destination Employment Statistics - 7

LODES - 7

Survey of Manufacturing Technology - 7

Fabricated Metal Products - 7

Customs and Border Protection - 7

Paycheck Protection Program - 7

Cornell Institute for Social and Economic Research - 7

Successor Predecessor File - 7

Probability Density Function - 7

COMPUSTAT - 7

International Standard Industrial Classification - 7

2SLS - 6

Federal Register - 6

Form W-2 - 6

TFPR - 6

Center for Research in Security Prices - 6

Maximum Likelihood Estimation - 6

Supreme Court - 6

National Institutes of Health - 6

National Employer Survey - 6

Nonemployer Statistics - 6

Federal Statistical System - 6

European Commission - 6

North American Free Trade Agreement - 6

Heckscher-Ohlin - 6

Net Present Value - 6

Retirement History Survey - 6

UC Berkeley - 6

Federal Emergency Management Agency - 6

Georgetown University - 6

Data Management System - 6

Journal of Econometrics - 6

Kauffman Firm Survey - 6

Auxiliary Establishment Survey - 6

Labor Turnover Survey - 6

Agency for Healthcare Research and Quality - 6

New York Times - 6

Consolidated Metropolitan Statistical Areas - 6

Federal Reserve Board of Governors - 5

Federal Insurance Contribution Act - 5

University of California - 5

Research and Development - 5

Ohio State University - 5

Integrated Public Use Microdata Series - 5

IZA - 5

SSA Numident - 5

Code of Federal Regulations - 5

1940 Census - 5

Princeton University Press - 5

Northwestern University - 5

JOLTS - 5

American Statistical Association - 5

Wal-Mart - 5

Cambridge University Press - 5

Pollution Abatement Costs and Expenditures - 5

VAR - 4

University of Texas - 4

Social and Economic Supplement - 4

Centers for Disease Control and Prevention - 4

MAF-ARF - 4

Health and Retirement Study - 4

Hypothesis 2 - 4

HHS - 4

E32 - 4

Society of Labor Economists - 4

Carnegie Mellon University - 4

Consumer Expenditure Survey - 4

Department of Housing and Urban Development - 4

Census Industry Code - 4

National Institute on Aging - 4

DOB - 4

National Ambient Air Quality Standards - 4

Personally Identifiable Information - 4

National Research Council - 4

University of Minnesota - 4

CAAA - 4

BLS Handbook of Methods - 4

Pew Research Center - 4

Detailed Earnings Records - 4

Census 2000 - 4

Federal Reserve Bank of Chicago - 4

Boston Research Data Center - 4

PAOC - 4

Earned Income Tax Credit - 3

American Immigration Council - 3

Russell Sage Foundation - 3

ASEC - 3

Value Added - 3

Housing and Urban Development - 3

Social Science Research Institute - 3

Department of State - 3

Penn State University - 3

Princeton University - 3

Washington University - 3

Michigan Institute for Data Science - 3

Journal of Human Resources - 3

Indian Health Service - 3

Brookings Institution - 3

National Academy of Sciences - 3

Securities Data Company - 3

Administrative Records - 3

Stern School of Business - 3

Public Use Micro Sample - 3

WECD - 3

John Haltiwanger - 32

Lucia Foster - 25

Javier Miranda - 21

Ron Jarmin - 17

Lars Vilhuber - 16

Emin Dinlersoz - 14

Nathan Goldschlag - 13

Catherine Buffington - 11

John M. Abowd - 11

Martha Stinson - 10

Fariha Kamal - 10

Cheryl Grim - 10

Peter Schott - 10

Zoltan Wolf - 9

Erik Brynjolfsson - 8

Henry Hyatt - 8

Teresa C. Fort - 8

Kevin L. McKinney - 8

Shawn Klimek - 8

Zachary Kroff - 7

Nicholas Bloom - 7

Nikolas Zolas - 7

Gale Boyd - 7

J. David Brown - 7

Stephen Redding - 7

G. Jacob Blackwood - 6

J. Daniel Kim - 6

Jay Stewart - 6

Christopher Goetz - 6

Matthias Kehrig - 6

Scott Ohlmacher - 6

Erika McEntarfer - 6

Jerome P. Reiter - 6

Xavier Giroud - 6

Moises Yi - 5

Cristina Tello-Trillo - 5

Kristin Sandusky - 5

Steven J. Davis - 5

John S. Earle - 5

Ronald J Shadbegian - 5

Justin Pierce - 5

David L. Rigby - 5

Thomas Kemeny - 5

Abigail Cooke - 5

C.J. Krizan - 5

J. Bradford Jensen - 5

Randy Becker - 5

Robert Seamans - 4

Emek Basker - 4

Cindy Cunningham - 4

Sabrina Wulff Pabilonia - 4

Lawrence Warren - 4

Matthew R. Graham - 4

Mark J. Kutzbach - 4

Kristina McElheran - 4

Randall Akee - 4

Matthew Doolin - 4

James R. Spletzer - 4

Nicolas Vincent - 4

Chen Yeh - 4

Alice Zawacki - 4

Ian M. Schmutte - 4

Andrew S. Green - 4

Kevin Rinz - 4

Benjamin Pugsley - 4

Kristin McCue - 4

Andrew Bernard - 4

B.K. Atrostic - 4

J. Frank Li - 3

Lee Tucker - 3

Kathryn Bonney - 3

Cory Breaux - 3

David Card - 3

Jesse Rothstein - 3

Joseph Staudt - 3

Dominic A. Smith - 3

Cody Tuttle - 3

Rachel Nesbit - 3

Maggie R. Jones - 3

Melissa Chow - 3

Kyle Handley - 3

Timothy R. Wojan - 3

Stephen Tibbets - 3

Sharat Ganapati - 3

John Van Reenen - 3

Mee Jung Kim - 3

Kyung Min Lee - 3

Timothy Dunne - 3

Itay Saporta-Eksten - 3

Wayne B Gray - 3

Wei Ouyang - 3

Hyunseob Kim - 3

Natarajan Balasubramanian - 3

Mariko Sakakibara - 3

Elisabeth Ruth Perlman - 3

T. Kirk White - 3

Elton Mykerezi - 3

Richard M. Todd - 3

Matthew D. Shapiro - 3

John J. Stevens - 3

Mary Jialin Li - 3

Satkartar K. Kinney - 3

Holger M. Mueller - 3

Bryce Stephens - 3

Sang V Nguyen - 3

employ - 90

employed - 89

manufacturing - 87

market - 87

workforce - 85

labor - 83

industrial - 75

sector - 74

macroeconomic - 73

growth - 69

production - 67

employee - 63

revenue - 63

econometric - 62

recession - 62

payroll - 60

enterprise - 60

sale - 58

gdp - 57

entrepreneurship - 53

earnings - 53

investment - 52

company - 52

expenditure - 51

export - 51

estimating - 50

economist - 49

entrepreneur - 48

economically - 46

innovation - 44

survey - 43

demand - 38

agency - 34

quarterly - 34

organizational - 34

establishment - 34

worker - 34

manufacturer - 31

venture - 31

report - 31

exporter - 30

employment growth - 29

patent - 29

endogeneity - 28

import - 28

entrepreneurial - 27

aggregate - 27

occupation - 27

acquisition - 27

hiring - 26

technological - 26

job - 26

trend - 26

finance - 25

spillover - 24

statistical - 24

monopolistic - 23

workplace - 23

produce - 23

financial - 22

heterogeneity - 22

incorporated - 22

estimation - 22

wholesale - 22

proprietor - 21

earner - 21

census employment - 21

multinational - 21

disclosure - 21

salary - 21

proprietorship - 21

investor - 20

efficiency - 20

employment statistics - 20

inventory - 20

data - 20

incentive - 19

corporation - 19

patenting - 19

census bureau - 19

respondent - 19

accounting - 18

profit - 18

tariff - 18

microdata - 18

corporate - 17

productive - 17

data census - 17

employment data - 17

technology - 16

labor statistics - 16

warehousing - 16

regress - 16

unemployed - 16

specialization - 16

trading - 16

immigrant - 16

productivity growth - 16

metropolitan - 16

hire - 15

irs - 15

longitudinal - 15

commerce - 15

exporting - 15

census data - 15

importer - 15

competitor - 15

innovate - 15

employment dynamics - 15

population - 14

startup - 14

exogeneity - 14

record - 14

retailer - 14

retail - 14

commodity - 14

impact - 14

innovative - 14

leverage - 14

regional - 14

labor productivity - 14

ethnicity - 14

industry productivity - 14

minority - 13

founder - 13

merger - 13

economic census - 13

stock - 13

consumption - 13

geographically - 13

datasets - 13

investing - 12

equity - 12

invest - 12

socioeconomic - 12

declining - 12

decline - 12

estimates employment - 12

region - 12

profitability - 12

diversification - 12

subsidiary - 12

shipment - 12

relocation - 12

research census - 12

growth productivity - 12

factory - 12

researcher - 12

emission - 12

monopolistically - 11

shock - 11

oligopolistic - 11

invention - 11

layoff - 11

database - 11

immigration - 11

outsourced - 11

outsourcing - 11

epa - 11

employment estimates - 11

cost - 11

funding - 10

unemployment rates - 10

disparity - 10

employment count - 10

strategic - 10

turnover - 10

tenure - 10

exported - 10

earn - 10

work census - 10

country - 10

labor markets - 10

price - 10

sourcing - 10

financing - 10

subsidy - 10

area - 10

development - 10

industry wages - 10

rent - 10

industry concentration - 10

consumer - 10

business data - 10

hispanic - 9

discrimination - 9

tax - 9

federal - 9

debt - 9

depreciation - 9

regression - 9

productivity dispersion - 9

regressing - 9

econometrician - 9

good - 9

innovating - 9

opportunity - 9

information census - 9

international trade - 9

firms export - 9

imported - 9

census survey - 9

competitiveness - 9

prospect - 9

wages productivity - 9

ownership - 9

decade - 9

sectoral - 9

imputation - 9

employing - 9

energy - 9

productivity measures - 9

ethnic - 9

regulation - 9

coverage - 9

employer household - 9

longitudinal employer - 9

productivity estimates - 9

union - 8

average - 8

spending - 8

industry employment - 8

trends employment - 8

innovator - 8

housing - 8

aggregation - 8

corp - 8

patented - 8

fuel - 8

reporting - 8

warehouse - 8

nonemployer businesses - 8

censuses surveys - 8

employee data - 8

effect wages - 8

employment earnings - 8

loan - 8

rural - 8

wage growth - 8

bank - 8

product - 8

research - 8

firms trade - 8

firms grow - 8

residential - 8

firms productivity - 8

migrant - 8

supplier - 8

geography - 8

analysis - 8

regional economic - 8

use census - 8

pollution - 8

retirement - 7

census business - 7

2010 census - 7

filing - 7

employment trends - 7

unobserved - 7

shift - 7

foreign - 7

merchandise - 7

trader - 7

innovation patenting - 7

migration - 7

relocate - 7

executive - 7

measures productivity - 7

rates employment - 7

technology adoption - 7

importing - 7

productivity dynamics - 7

developed - 7

firms young - 7

custom - 7

firms import - 7

acquirer - 7

electricity - 7

state - 7

employment wages - 7

larger firms - 7

city - 7

firm dynamics - 7

aggregate productivity - 7

expense - 7

startup firms - 7

study - 7

worker demographics - 7

geographic - 7

healthcare - 7

manager - 7

industries estimate - 7

management - 7

workforce indicators - 7

agriculture - 7

businesses census - 7

statistician - 7

insurance - 7

environmental - 7

fund - 6

institutional - 6

earnings employees - 6

career - 6

marketing - 6

bias - 6

measures employment - 6

segregation - 6

neighborhood - 6

welfare - 6

compensation - 6

consolidated - 6

department - 6

store - 6

productivity analysis - 6

firms patents - 6

firm innovation - 6

disadvantaged - 6

younger firms - 6

growth employment - 6

globalization - 6

woman - 6

endogenous - 6

firms size - 6

conglomerate - 6

business startups - 6

pricing - 6

productivity increases - 6

wage differences - 6

renewable - 6

downturn - 6

productivity wage - 6

share - 6

lending - 6

recession employment - 6

clerical - 6

health insurance - 6

buyer - 6

confidentiality - 6

inference - 6

volatility - 6

estimator - 6

asset - 5

pension - 5

census disclosure - 5

employment declines - 5

earnings workers - 5

lender - 5

creditor - 5

analyst - 5

productivity variation - 5

state employment - 5

employment distribution - 5

forecast - 5

diversified - 5

entry productivity - 5

employment flows - 5

wage gap - 5

associate - 5

sector productivity - 5

businesses grow - 5

effects employment - 5

recessionary - 5

risk - 5

disaster - 5

hurricane - 5

regressors - 5

patents firms - 5

firm patenting - 5

native - 5

patenting firms - 5

wage regressions - 5

firms employment - 5

banking - 5

factor productivity - 5

location - 5

worker wages - 5

workers earnings - 5

contract - 5

plant investment - 5

level productivity - 5

residence - 5

industry growth - 5

reallocation productivity - 5

immigrant entrepreneurs - 5

wage effects - 5

premium - 5

borrowing - 5

wealth - 5

energy prices - 5

energy efficiency - 5

matching - 5

medicare - 5

classified - 5

classification - 5

productivity size - 5

productivity firms - 5

manufacturing productivity - 5

econometrically - 5

saving - 5

shareholder - 5

industrialized - 5

computer - 5

regulatory - 5

efficient - 5

insured - 5

firms census - 5

aging - 5

fluctuation - 5

information - 5

privacy - 5

statistical disclosure - 5

trade models - 5

model - 5

foreign trade - 5

pollutant - 5

plants industry - 5

polluting - 5

retailing - 5

racial - 4

mandate - 4

restaurant - 4

establishments data - 4

employment firms - 4

liquidation - 4

productivity capital - 4

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exporters multinationals - 4

exports countries - 4

university - 4

customer - 4

sample census - 4

dispersion productivity - 4

wages employment - 4

employment unemployment - 4

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advancement - 4

export market - 4

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oligopoly - 4

rates productivity - 4

indian - 4

firms age - 4

employment production - 4

productivity shocks - 4

mortgage - 4

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exporting firms - 4

multinational firms - 4

midwest - 4

diversify - 4

imputed - 4

estimates production - 4

increase employment - 4

taxation - 4

urban - 4

firm growth - 4

growth firms - 4

substitute - 4

advantage - 4

competitive - 4

industry variation - 4

plant productivity - 4

wage industries - 4

transition - 4

electricity prices - 4

earnings inequality - 4

managerial - 4

utilization - 4

industrial classification - 4

productivity differences - 4

tech - 4

census use - 4

employment measures - 4

agricultural - 4

trends labor - 4

employment recession - 4

economic statistics - 4

enrollment - 4

insurance coverage - 4

surveys censuses - 4

census research - 4

linked census - 4

productivity plants - 4

estimates productivity - 4

practices productivity - 4

manufacturing industries - 4

publicly - 4

regional industry - 4

costs pollution - 4

pollution abatement - 4

regional industries - 4

endowment - 3

black - 3

wage variation - 3

wage earnings - 3

bankruptcy - 3

bankrupt - 3

debtor - 3

quantity - 3

deviation - 3

generation - 3

intergenerational - 3

parental - 3

renter - 3

taxable - 3

graduate - 3

fiscal - 3

firm data - 3

distribution - 3

grocery - 3

provided census - 3

employed census - 3

downstream - 3

trade costs - 3

security - 3

productivity impacts - 3

industry heterogeneity - 3

borrower - 3

partnership - 3

migrating - 3

poorer - 3

job growth - 3

policymakers - 3

capital productivity - 3

plants firms - 3

externality - 3

resident - 3

enforcement - 3

wage data - 3

discrepancy - 3

wage changes - 3

pandemic - 3

recession exposure - 3

classifying - 3

policy - 3

equilibrium - 3

local economic - 3

takeover - 3

technical - 3

franchising - 3

rurality - 3

innovation productivity - 3

elasticity - 3

census years - 3

mexican - 3

business survival - 3

gender - 3

indicator - 3

exogenous - 3

investment productivity - 3

earnings growth - 3

export growth - 3

citizen - 3

census file - 3

inflation - 3

imputation model - 3

mobility - 3

commute - 3

restructuring - 3

locality - 3

supermarket - 3

refugee - 3

performance - 3

latino - 3

valuation - 3

firms exporting - 3

employment changes - 3

coverage employer - 3

statistical agencies - 3

environmental regulation - 3

abatement expenditures - 3

environmental expenditures - 3

capital - 3

cluster - 3

purchase - 3

Viewing papers 111 through 120 of 390


  • Working Paper

    Multinational Firms in the U.S. Economy: Insights from Newly Integrated Microdata

    September 2022

    Working Paper Number:

    CES-22-39

    This paper describes the construction of two confidential crosswalk files enabling a comprehensive identification of multinational rms in the U.S. economy. The effort combines firm-level surveys on direct investment conducted by the U.S. Bureau of Economic Analysis (BEA) and the U.S. Census Bureau's Business Register (BR) spanning the universe of employer businesses from 1997 to 2017. First, the parent crosswalk links BEA firm-level surveys on U.S. direct investment abroad and the BR. Second, the affiliate crosswalk links BEA firm-level surveys on foreign direct investment in the United States and the BR. Using these newly available links, we distinguish between U.S.- and foreign-owned multinational firms and describe their prevalence and economic activities in the national economy, by sector, and by geography.
    View Full Paper PDF
  • Working Paper

    Market Power And Wage Inequality

    September 2022

    Working Paper Number:

    CES-22-37

    We propose a theory of how market power affects wage inequality. We ask how goods and labor market power jointly affect the level of wages, the Skill Premium, and wage inequality. We then use detailed microdata from the US Census between 1997 and 2016 to estimate the parameters of labor supply, technology and the market structure. We find that a less competitive market structure lowers the wage level, contributes 7% to the rise in the Skill Premium and accounts for half of the increase in between-establishment wage variance.
    View Full Paper PDF
  • Working Paper

    U.S. Market Concentration and Import Competition

    August 2022

    Working Paper Number:

    CES-22-34

    Many studies have documented that market concentration has risen among U.S. firms in recent decades. In this paper, we show that this rise in concentration was accompanied by tougher product market competition due to the entry of foreign competitors. Using confidential census data covering the universe of all firm sales in the U.S. manufacturing sector, we find that rising import competition increased concentration among U.S. firms by reallocating sales from smaller to larger U.S. firms and by causing firm exit. However, this increase in concentration was counteracted by the expansion of foreign firms, which reduced domestic firms' share of the U.S. market inclusive of foreign firms' sales. We find that once the sales of foreign exporters are taken into account, U.S. marketconcentration in manufacturing was stable between 1992 and 2012.
    View Full Paper PDF
  • Working Paper

    The Radius of Economic Opportunity: Evidence from Migration and Local Labor Markets

    July 2022

    Working Paper Number:

    CES-22-27

    We examine the geographic incidence of local labor market growth across locations of childhood residence. We ask: when wages grow in a given US labor market, do the benefits flow to individuals growing up in nearby or distant locations? We begin by constructing new statistics on migration rates across labor markets between childhood and young adulthood. This migration matrix shows 80% of young adults migrate less than 100 miles from where they grew up. 90% migrate less than 500 miles. Migration distances are shorter for Black and Hispanic individuals and for those from low income families. These migration patterns provide information on the first order geographic incidence of local wage growth. Next, we explore the responsiveness of location choices to economic shocks. Using geographic variation induced by the recovery from the Great Recession, we estimate the elasticity of migration with respect to increases in local labor market wage growth. We develop and implement a novel test for validating whether our identifying wage variation is driven by changes in labor market opportunities rather than changes in worker composition due to sorting. We find that higher wages lead to increased in-migration, decreased out-migration and a partial capitalization of wage increases into local prices. Our results imply that for a 2 rank point increase in annual wages (approximately $1600) in a given commuting zone (CZ), approximately 99% of wage gains flow to those who would have resided in the CZ in the absence of the wage change. The geographically concentrated nature of most migration and the small magnitude of these migration elasticities suggest that the incidence of labor market conditions across childhood residences is highly local. For many individuals, the 'radius of economic opportunity' is quite narrow.
    View Full Paper PDF
  • Working Paper

    Diversity and Labor Market Outcomes in the Economics Profession

    July 2022

    Working Paper Number:

    CES-22-26

    While the lack of gender and racial diversity in economics in academia (for students and professors) is well-established, less is known about the overall placement and earnings of economists by gender and race. Understanding demand-side factors is important, as improvements in the supply side by diversifying the pipeline alone may not be enough to improve equity in the profession. Using the Survey of Earned Doctorates (SED) linked to Longitudinal Employer-Household Dynamics (LEHD) jobs data, we examine placements and earnings for economists working in the U.S. after receiving a PhD by gender and race. We find enormous dispersion in pay for economists within and across sectors that grows over time. Female PhD economists earn about 12 percent less than their male colleagues on average; Black PhD economists earn about 15 percent less than their white counterparts on average; and overall underrepresented minority PhD economists earn about 8 percent less than their white counterparts. These pay disparities are attenuated in some sectors and when controlling for rank of PhD granting institution and employer.
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  • Working Paper

    Decomposing Aggregate Productivity

    July 2022

    Working Paper Number:

    CES-22-25

    In this note, we evaluate the sensitivity of commonly-used decompositions for aggregate productivity. Our analysis spans the universe of U.S. manufacturers from 1977 to 2012 and we find that, even holding the data and form of the production function fixed, results on aggregate productivity are extremely sensitive to how productivity at the firm level is measured. Even qualitative statements about the levels of aggregate productivity and the sign of the covariance between productivity and size are highly dependent on how production function parameters are estimated. Despite these difficulties, we uncover some consistent facts about productivity growth: (1) labor productivity is consistently higher and less error-prone than measures of multi-factor productivity; (2) most productivity growth comes from growth within firms, rather than from reallocation across firms; (3) what growth does come from reallocation appears to be driven by net entry, primarily from the exit of relatively less-productive firms.
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  • Working Paper

    Agglomeration Spillovers and Persistence: New Evidence from Large Plant Openings

    June 2022

    Working Paper Number:

    CES-22-21

    We use confidential Census microdata to compare outcomes for plants in counties that 'win' a new plant to plants in similar counties that did not to receive the new plant, providing empirical evidence on the economic theories used to justify local industrial policies. We find little evidence that the average highly incentivized large plant generates significant productivity spillovers. Our semiparametric estimates of the overall local agglomeration function indicate that residual TFP is linear for the range of 'agglomeration' densities most frequently observed, suggesting local economic shocks do not push local economies to a new higher equilibrium. Examining changes twenty years after the new plant entrant, we find some evidence of persistent, positive increases in winning county-manufacturing shares that are not driven by establishment births.
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  • Working Paper

    The Matching Multiplier and the Amplification of Recessions

    June 2022

    Working Paper Number:

    CES-22-20

    This paper shows that the unequal incidence of recessions in the labor market amplifies aggregate shocks. Using administrative data from the United States, I document a positive covariance between worker marginal propensities to consume (MPCs) and their elasticities of earnings to GDP, which is a key moment for a new class of heterogeneous-agent models. I define the Matching Multiplier as the increase in the multiplier stemming from this matching of high MPC workers to more cyclical jobs. I show that this covariance is large enough to increase the aggregate MPC by 20 percent over an equal exposure benchmark.
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  • Working Paper

    Structural Change Within Versus Across Firms: Evidence from the United States

    June 2022

    Working Paper Number:

    CES-22-19

    We document the role of intangible capital in manufacturing firms' substantial contribution to non-manufacturing employment growth from 1977-2019. Exploiting data on firms' 'auxiliary' establishments, we develop a novel measure of proprietary in-house knowledge and show that it is associated with increased growth and industry switching. We rationalize this reallocation in a model where irms combine physical and knowledge inputs as complements, and where producing the latter in-house confers a sector-neutral productivity advantage facilitating within-firm structural transformation. Consistent with the model, manufacturing firms with auxiliary employment pivot towards services in response to a plausibly exogenous decline in their physical input prices.
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  • 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.
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