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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

productivity distribution - 4

unemployment insurance - 4

startups employees - 4

segregated - 4

poverty - 4

impact employment - 4

exporters multinationals - 4

exports countries - 4

university - 4

customer - 4

sample census - 4

dispersion productivity - 4

wages employment - 4

employment unemployment - 4

assessed - 4

advancement - 4

export market - 4

prevalence - 4

oligopoly - 4

rates productivity - 4

indian - 4

firms age - 4

employment production - 4

productivity shocks - 4

mortgage - 4

relocating - 4

migrate - 4

immigrant workers - 4

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 181 through 190 of 390


  • Working Paper

    LEHD Infrastructure S2014 files in the FSRDC

    September 2018

    Authors: Lars Vilhuber

    Working Paper Number:

    CES-18-27R

    The Longitudinal Employer-Household Dynamics (LEHD) Program at the U.S. Census Bureau, with the support of several national research agencies, maintains a set of infrastructure files using administrative data provided by state agencies, enhanced with information from other administrative data sources, demographic and economic (business) surveys and censuses. The LEHD Infrastructure Files provide a detailed and comprehensive picture of workers, employers, and their interaction in the U.S. economy. This document describes the structure and content of the 2014 Snapshot of the LEHD Infrastructure files as they are made available in the Census Bureau's secure and restricted-access Research Data Center network. The document attempts to provide a comprehensive description of all researcher-accessible files, of their creation, and of any modifications made to the files to facilitate researcher access.
    View Full Paper PDF
  • Working Paper

    Labor Market Concentration, Earnings Inequality, and Earnings Mobility

    September 2018

    Authors: Kevin Rinz

    Working Paper Number:

    carra-2018-10

    Using data from the Longitudinal Business Database and Form W-2, I document trends in local industrial concentration from 1976 through 2015 and estimate the effects of that concentration on earnings outcomes within and across demographic groups. Local industrial concentration has generally been declining throughout its distribution over that period, unlike national industrial concentration, which declined sharply in the early 1980s before increasing steadily to nearly its original level beginning around 1990. Estimates indicate that increased local concentration reduces earnings and increases inequality, but observed changes in concentration have been in the opposite direction, and the magnitude of these effects has been modest relative to broader trends; back-of-the-envelope calculations suggest that the 90/10 earnings ratio was about six percent lower and earnings were about one percent higher in 2015 than they would have been if local concentration were at its 1976 level. Within demographic subgroups, most experience mean earnings reductions and all experience increases in inequality. Estimates of the effects of concentration on earnings mobility are sensitive to specification.
    View Full Paper PDF
  • Working Paper

    Regulating Mismeasured Pollution: Implications of Firm Heterogeneity for Environmental Policy

    August 2018

    Working Paper Number:

    CES-18-03R

    This paper provides the first estimates of within-industry heterogeneity in energy and CO2 productivity for the entire U.S. manufacturing sector. We measure energy and CO2 productivity as output per dollar energy input or per ton CO2 emitted. Three findings emerge. First, within narrowly defined industries, heterogeneity in energy and CO2 productivity across plants is enormous. Second, heterogeneity in energy and CO2 productivity exceeds heterogeneity in most other productivity measures, like labor or total factor productivity. Third, heterogeneity in energy and CO2 productivity has important implications for environmental policies targeting industries rather than plants, including technology standards and carbon border adjustments.
    View Full Paper PDF
  • Working Paper

    Older and Slower: The Startup Deficit's Lasting Effects on Aggregate Productivity Growth

    June 2018

    Working Paper Number:

    CES-18-29

    We investigate the link between declining firm entry, aging incumbent firms and sluggish U.S. productivity growth. We provide a dynamic decomposition framework to characterize the contributions to industry productivity growth across the firm age distribution and apply this framework to the newly developed Revenue-enhanced Longitudinal Business Database (ReLBD). Overall, several key findings emerge: (i) the relationship between firm age and productivity growth is downward sloping and convex; (ii) the magnitudes are substantial and significant but fade quickly, with nearly 2/3 of the effect disappearing after five years and nearly the entire effect disappearing after ten; (iii) the higher productivity growth of young firms is driven nearly exclusively by the forces of selection and reallocation. Our results suggest a cumulative drag on aggregate productivity of 3.1% since 1980. Using an instrumental variables strategy we find a consistent pattern across states/MSAs in the U.S. The patterns are broadly consistent with a standard model of firm dynamics with monopolistic competition.
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  • Working Paper

    The Effects of Industry Classification Changes on US Employment Composition

    June 2018

    Working Paper Number:

    CES-18-28

    This paper documents the extent to which compositional changes in US employment from 1976 to 2009 are due to changes in the industry classification scheme used to categorize economic activity. In 1997, US statistical agencies began implementation of a change from the Standard Industrial Classification System (SIC) to the North American Industrial Classification System (NAICS). NAICS was designed to provide a consistent classification scheme that consolidated declining or obsolete industries and added categories for new industries. Under NAICS, many activities previously classified as Manufacturing, Wholesale Trade, or Retail Trade were re-classified into the Services sector. This re-classification resulted in a significant shift of measured activities across sectors without any change in underlying economic activity. Using a newly developed establishment-level database of employment activity that is consistently classified on a NAICS basis, this paper shows that the change from SIC to NAICS increased the share of Services employment by approximately 36 percent. 7.6 percent of US manufacturing employment, equal to approximately 1.4 million jobs, was reclassified to services. Retail trade and wholesale trade also experienced a significant reclassification of activities in the transition.
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  • Working Paper

    Punctuated Entrepreneurship (Among Women)

    May 2018

    Authors: Matt Marx

    Working Paper Number:

    CES-18-26

    The gender gap in entrepreneurship may be explained in part by employee non-compete agreements. Exploiting exogenous state-level variation in non-compete policy, I find that women more strictly subject to non-competes are 11-17% more likely to start companies after their employers dissolve. This result is not explained by the incidence of non-competes or lawsuits; however, women face higher relative costs in defending against potential litigation and in returning to paid employment after abandoning their ventures. Thus entrepreneurship among women may be 'punctuated' in that would-be female founders are throttled by non-competes, their potential unleashed only by the failure of their employers.
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  • Working Paper

    Dispersion in Dispersion: Measuring Establishment-Level Differences in Productivity

    April 2018

    Working Paper Number:

    CES-18-25RR

    We describe new experimental productivity statistics, Dispersion Statistics on Productivity (DiSP), jointly developed and published by the Bureau of Labor Statistics (BLS) and the Census Bureau. Productivity measures are critical for understanding economic performance. Official BLS productivity statistics, which are available for major sectors and detailed industries, provide information on the sources of aggregate productivity growth. A large body of research shows that within-industry variation in productivity provides important insights into productivity dynamics. This research reveals large and persistent productivity differences across businesses even within narrowly defined industries. These differences vary across industries and over time and are related to productivity-enhancing reallocation. Dispersion in productivity across businesses can provide information about the nature of competition and frictions within sectors, and about the sources of rising wage inequality across businesses. Because there were no official statistics providing this level of detail, BLS and the Census Bureau partnered to create measures of within-industry productivity dispersion. These measures complement official BLS aggregate and industry-level productivity growth statistics and thereby improve our understanding of the rich productivity dynamics in the U.S. economy. The underlying microdata for these measures are available for use by qualified researchers on approved projects in the Federal Statistical Research Data Center (FSRDC) network. These new statistics confirm the presence of large productivity differences and we hope that these new data products will encourage further research into understanding these differences.
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  • Working Paper

    Missing Growth from Creative Destruction

    April 2018

    Working Paper Number:

    CES-18-18

    Statistical agencies typically impute inflation for disappearing products based on surviving products, which may result in overstated inflation and understated growth. Using U.S. Census data, we apply two ways of assessing the magnitude of 'missing growth' for private nonfarm businesses from 1983'2013. The first approach exploits information on the market share of surviving plants. The second approach applies indirect inference to firm-level data. We find: (i) missing growth from imputation is substantial ' at least 0.6 percentage points per year; and (ii) most of the missing growth is due to creative destruction (as opposed to new varieties).
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  • Working Paper

    New Perspectives on the Decline of U.S. Manufacturing Employment

    April 2018

    Working Paper Number:

    CES-18-17

    We use relatively unexplored dimensions of US microdata to examine how US manufacturing employment has evolved across industries, rms, establishments, and regions. We show that these data provide support for both trade- and technology-based explanations of the overall decline of employment over this period, while also highlighting the di-culties of estimating an overall contribution for each mechanism. Toward that end, we discuss how further analysis of these trends might yield sharper insights.
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  • Working Paper

    Relative Effectiveness of Energy Efficiency Programs versus Market Based Climate Policies in the Chemical Industry

    April 2018

    Working Paper Number:

    CES-18-16

    This paper addresses the relative effectiveness of market vs program based climate policies. We compute the carbon price resulting in an equivalent reduction in energy from programs that eliminate the efficiency gap. A reduced-form stochastic frontier energy demand analysis of plant level electricity and fuel data, from energy-intensive chemical sectors, jointly estimates the distribution of energy efficiency and underlying price elasticities. The analysis controls for plant level price endogeneity and heterogeneity to obtain a decomposition of efficiency into persistent (PE) and time-varying (TVE) components. Total inefficiency is relatively small and price elasticities are relatively high. If all plants performed at the 90th percentile of their efficiency distribution, the reduction in energy is between 4% and 13%. A modest carbon price of between $9.48/ton and $14.01/ton CO2 would achieve reductions in energy use equivalent to all manufacturing plants making improvements to close the efficiency gap.
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