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

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Frequently Occurring Concepts within this Search

North American Industry Classification System - 240

Bureau of Labor Statistics - 145

Center for Economic Studies - 132

Census Bureau Disclosure Review Board - 130

Employer Identification Numbers - 113

Internal Revenue Service - 112

Standard Industrial Classification - 112

National Science Foundation - 106

Longitudinal Employer Household Dynamics - 101

Ordinary Least Squares - 100

Federal Statistical Research Data Center - 99

Annual Survey of Manufactures - 98

Bureau of Economic Analysis - 97

National Bureau of Economic Research - 96

Total Factor Productivity - 91

Business Register - 89

Economic Census - 87

Business Dynamics Statistics - 79

Census of Manufactures - 75

Census Bureau Business Register - 70

Disclosure Review Board - 67

Census of Manufacturing Firms - 64

Chicago Census Research Data Center - 63

Federal Reserve Bank - 62

Census Bureau Longitudinal Business Database - 62

Standard Statistical Establishment List - 56

Current Population Survey - 55

American Community Survey - 52

Metropolitan Statistical Area - 50

County Business Patterns - 48

Social Security Administration - 40

Special Sworn Status - 40

Longitudinal Firm Trade Transactions Database - 39

Alfred P Sloan Foundation - 39

Kauffman Foundation - 38

Patent and Trademark Office - 37

Department of Homeland Security - 36

Research Data Center - 34

Decennial Census - 33

International Trade Research Report - 33

Longitudinal Research Database - 33

University of Chicago - 33

Cobb-Douglas - 31

Herfindahl Hirschman Index - 31

Service Annual Survey - 31

University of Maryland - 30

Federal Reserve System - 29

Survey of Business Owners - 29

Quarterly Census of Employment and Wages - 29

Organization for Economic Cooperation and Development - 28

Quarterly Workforce Indicators - 28

Michigan Institute for Teaching and Research in Economics - 26

Retail Trade - 26

Small Business Administration - 25

Social Security - 25

Integrated Longitudinal Business Database - 25

World Bank - 25

Department of Labor - 23

Financial, Insurance and Real Estate Industries - 23

Wholesale Trade - 23

Securities and Exchange Commission - 22

Protected Identification Key - 22

Company Organization Survey - 21

Department of Economics - 21

Survey of Industrial Research and Development - 21

Social Security Number - 21

World Trade Organization - 20

Technical Services - 20

W-2 - 20

Initial Public Offering - 20

New York University - 19

Business Employment Dynamics - 18

Office of Management and Budget - 18

Harmonized System - 17

Cornell University - 17

Individual Characteristics File - 17

Survey of Income and Program Participation - 17

Board of Governors - 16

Annual Business Survey - 16

University of Michigan - 16

Census of Retail Trade - 16

Census Bureau Business Dynamics Statistics - 16

Postal Service - 16

Accommodation and Food Services - 16

Employer Characteristics File - 15

Information and Communication Technology Survey - 15

Center for Research in Security Prices - 15

Environmental Protection Agency - 15

Unemployment Insurance - 15

Business Research and Development and Innovation Survey - 15

Characteristics of Business Owners - 15

Generalized Method of Moments - 15

Employment History File - 15

National Center for Science and Engineering Statistics - 14

General Accounting Office - 14

Herfindahl-Hirschman - 14

Annual Survey of Entrepreneurs - 14

American Economic Association - 14

Local Employment Dynamics - 14

American Economic Review - 14

Boston College - 13

2010 Census - 13

Department of Agriculture - 13

NBER Summer Institute - 13

European Union - 13

Energy Information Administration - 13

Occupational Employment Statistics - 13

Arts, Entertainment - 13

Core Based Statistical Area - 13

COMPUSTAT - 13

University of California Los Angeles - 13

Review of Economics and Statistics - 13

Business Services - 12

Establishment Micro Properties - 12

COVID-19 - 12

IQR - 12

Business R&D and Innovation Survey - 12

Foreign Direct Investment - 12

Public Administration - 12

Journal of Economic Literature - 12

North American Industry Classi - 12

Linear Probability Models - 11

National Establishment Time Series - 11

Federal Trade Commission - 11

Guzman and Stern - 11

Limited Liability Company - 11

Labor Productivity - 11

National Income and Product Accounts - 11

Stanford University - 11

IBM - 11

Management and Organizational Practices Survey - 11

Kauffman Firm Survey - 11

Retirement History Survey - 11

Bureau of Labor - 11

Harvard University - 11

Permanent Plant Number - 11

Department of Commerce - 10

Customs and Border Protection - 10

Harvard Business School - 10

Quarterly Journal of Economics - 10

TFPQ - 10

Business Formation Statistics - 10

Department of Energy - 10

Standard Occupational Classification - 10

Health Care and Social Assistance - 10

University of Toronto - 10

Census Bureau Center for Economic Studies - 10

Federal Register - 9

Agriculture, Forestry - 9

Columbia University - 9

Journal of Political Economy - 9

Professional Services - 9

New York Times - 9

Sloan Foundation - 9

Business Register Bridge - 9

Statistics Canada - 9

State Energy Data System - 9

Duke University - 9

European Commission - 8

International Trade Commission - 8

Council of Economic Advisers - 8

Current Employment Statistics - 8

Office of Personnel Management - 8

University of California - 8

National Institutes of Health - 8

National Employer Survey - 8

Legal Form of Organization - 8

Hypothesis 2 - 8

Educational Services - 8

Census Numident - 8

Ewing Marion Kauffman Foundation - 8

Data Management System - 8

George Mason University - 8

North American Free Trade Agreement - 8

Journal of International Economics - 8

2SLS - 7

Federal Reserve Board of Governors - 7

TFPR - 7

Department of Justice - 7

University of Texas - 7

Employer-Household Dynamics - 7

Person Validation System - 7

Nonemployer Statistics - 7

United States Census Bureau - 7

Ohio State University - 7

Paycheck Protection Program - 7

VAR - 7

E32 - 7

Net Present Value - 7

Census of Services - 7

Federal Tax Information - 7

Northwestern University - 7

University of Minnesota - 7

Journal of Labor Economics - 7

Journal of Economic Perspectives - 7

Securities Data Company - 7

Medical Expenditure Panel Survey - 7

Chicago RDC - 7

Wal-Mart - 7

Supreme Court - 6

Oil and Gas Extraction - 6

National Center for Health Statistics - 6

CAAA - 6

AKM - 6

IZA - 6

Princeton University - 6

Federal Emergency Management Agency - 6

Labor Turnover Survey - 6

Manufacturing Energy Consumption Survey - 6

Agency for Healthcare Research and Quality - 6

Department of Defense - 6

Master Address File - 6

National Ambient Air Quality Standards - 6

CDF - 6

Cumulative Density Function - 6

MIT Press - 6

Business Master File - 6

Department of State - 5

Disability Insurance - 5

Research and Development - 5

National Longitudinal Survey of Youth - 5

Federal Statistical System - 5

HHS - 5

Washington University - 5

Cornell Institute for Social and Economic Research - 5

Georgetown University - 5

LEHD Program - 5

Successor Predecessor File - 5

Geographic Information Systems - 5

Probability Density Function - 5

Computer Network Use Supplement - 5

United Nations - 5

National Academy of Sciences - 5

Commodity Flow Survey - 5

PSID - 5

Center for Administrative Records Research - 5

Federal Insurance Contribution Act - 4

Form W-2 - 4

Multiple Worksite Report - 4

COVID - 4

UC Berkeley - 4

Department of Health and Human Services - 4

Survey of Manufacturing Technology - 4

Integrated Public Use Microdata Series - 4

Housing and Urban Development - 4

American Immigration Council - 4

Insurance Information Institute - 4

Economic Research Service - 4

Code of Federal Regulations - 4

Indian Health Service - 4

Citizenship and Immigration Services - 4

JOLTS - 4

1940 Census - 4

Society of Labor Economists - 4

Stern School of Business - 4

Centers for Disease Control and Prevention - 4

Department of Housing and Urban Development - 4

Person Identification Validation System - 4

Personally Identifiable Information - 4

Yale University - 4

National Institute on Aging - 4

National Opinion Research Center - 4

Composite Person Record - 4

DOB - 4

National Research Council - 4

Survey of Consumer Finances - 4

BLS Handbook of Methods - 4

Pew Research Center - 4

Census 2000 - 4

Administrative Records - 4

American Housing Survey - 4

Fabricated Metal Products - 4

International Standard Industrial Classification - 4

Auxiliary Establishment Survey - 4

New England County Metropolitan - 4

Earned Income Tax Credit - 3

ASEC - 3

Maximum Likelihood Estimation - 3

Toxics Release Inventory - 3

LEHD Origin-Destination Employment Statistics - 3

Health and Retirement Study - 3

Value Added - 3

Brookings Institution - 3

SSA Numident - 3

Michigan Institute for Data Science - 3

Carnegie Mellon University - 3

Regression Discontinuity Design - 3

Detailed Earnings Records - 3

Review of Economic Studies - 3

Princeton University Press - 3

Center for Administrative Records Research and Applications - 3

Electronic Data Interchange - 3

Journal of Econometrics - 3

Penn State University - 3

Boston Research Data Center - 3

John Haltiwanger - 41

Lucia Foster - 30

Ron Jarmin - 26

Javier Miranda - 25

Emin Dinlersoz - 19

Nathan Goldschlag - 17

Fariha Kamal - 13

Cheryl Grim - 12

Martha Stinson - 11

William Kerr - 11

Henry Hyatt - 10

Teresa C. Fort - 10

J. David Brown - 10

Zoltan Wolf - 9

Shawn Klimek - 9

Emek Basker - 8

Erik Brynjolfsson - 8

J. Daniel Kim - 8

Catherine Buffington - 8

Peter Schott - 8

Nikolas Zolas - 8

C.J. Krizan - 8

John S. Earle - 7

Erika McEntarfer - 7

Xavier Giroud - 7

Natarajan Balasubramanian - 7

G. Jacob Blackwood - 6

Cristina Tello-Trillo - 6

Jay Stewart - 6

Zachary Kroff - 6

Steven J. Davis - 6

Nicholas Bloom - 6

Rebecca Zarutskie - 6

Paige Ouimet - 6

Benjamin Pugsley - 6

Lars Vilhuber - 6

Christopher Goetz - 5

Tania Babina - 5

John M. Abowd - 5

Timothy Dunne - 5

Hyunseob Kim - 5

Mariko Sakakibara - 5

Kristin McCue - 5

Nuri Ersahin - 5

Joseph Staudt - 4

Cindy Cunningham - 4

Sabrina Wulff Pabilonia - 4

Kristin Sandusky - 4

Kristina McElheran - 4

Randall Akee - 4

Sabrina T. Howell - 4

Kyle Handley - 4

Adela Luque - 4

Elisabeth Ruth Perlman - 4

Chen Yeh - 4

Jerome P. Reiter - 4

Ufuk Akcigit - 4

Kevin L. McKinney - 4

Justin Pierce - 4

Holger M. Mueller - 4

Scott Ohlmacher - 4

Peter J. Klenow - 4

Matthias Kehrig - 4

J. Bradford Jensen - 4

Andrew Bernard - 4

Jagadeesh Sivadasan - 4

Robert Seamans - 3

J. Frank Li - 3

Yueyuan Ma - 3

Dominic A. Smith - 3

Cody Tuttle - 3

Jeremy Greenwood - 3

Yoshiki Ando - 3

Gordon M Phillips - 3

Sean Wang - 3

Seula Kim - 3

Melissa Chow - 3

Ryan Monarch - 3

Wenting Ma - 3

Sharat Ganapati - 3

Parag Mahajan - 3

John Van Reenen - 3

Mee Jung Kim - 3

Kyung Min Lee - 3

Veronika Penciakova - 3

Daron Acemoglu - 3

Wayne B Gray - 3

Sari Pekkala Kerr - 3

Chang-Tai Hsieh - 3

T. Kirk White - 3

Geoffrey Tate - 3

Liu Yang - 3

Elton Mykerezi - 3

Richard M. Todd - 3

Asha Sundaram - 3

Aysegül Sahin - 3

Julia I. Lane - 3

Craig Wesley Carpenter - 3

Robert Kulick - 3

Chad Syverson - 3

Mary Jialin Li - 3

Rustom M. Irani - 3

Edward Glaeser - 3

Allan Collard-Wexler - 3

Mercedes Delgado - 3

growth - 93

manufacturing - 92

employ - 90

market - 89

entrepreneurship - 83

employed - 78

labor - 77

entrepreneur - 77

recession - 77

sector - 76

macroeconomic - 73

company - 72

industrial - 71

workforce - 71

employee - 68

production - 68

revenue - 66

enterprise - 66

econometric - 65

investment - 63

sale - 62

gdp - 55

entrepreneurial - 53

innovation - 53

economist - 53

economically - 50

payroll - 49

venture - 49

earnings - 47

acquisition - 47

export - 46

finance - 43

expenditure - 42

financial - 41

endogeneity - 41

establishment - 40

quarterly - 38

estimating - 38

patent - 37

employment growth - 34

organizational - 33

spillover - 32

manufacturer - 32

corporation - 32

agency - 31

demand - 31

multinational - 30

survey - 30

trend - 30

merger - 30

exporter - 29

worker - 29

produce - 28

hiring - 27

inventory - 27

proprietor - 27

wholesale - 27

proprietorship - 27

leverage - 26

patenting - 26

technological - 25

aggregate - 25

import - 25

investor - 24

debt - 24

startup - 24

corporate - 23

financing - 23

profit - 23

loan - 22

accounting - 21

incorporated - 21

job - 21

productivity growth - 21

incentive - 20

bank - 20

innovative - 20

occupation - 20

subsidiary - 20

trading - 19

efficiency - 19

innovate - 19

earner - 19

disclosure - 19

productive - 19

regional - 19

monopolistic - 18

longitudinal - 18

invention - 18

report - 18

competitor - 18

employment dynamics - 18

equity - 17

funding - 17

bankruptcy - 17

lender - 17

founder - 17

profitability - 17

estimation - 17

lending - 17

statistical - 17

hire - 17

importer - 17

metropolitan - 17

firms grow - 17

exporting - 16

regress - 16

shock - 16

geographically - 16

data - 16

technology - 15

declining - 15

decline - 15

tariff - 15

impact - 15

banking - 15

stock - 15

economic census - 15

regulation - 14

supplier - 14

exported - 14

turnover - 14

region - 14

econometrician - 14

borrowing - 14

microdata - 14

opportunity - 14

retail - 14

data census - 14

respondent - 14

prospect - 14

growth productivity - 14

researcher - 14

foreign - 14

immigrant - 14

industry productivity - 14

custom - 13

invest - 13

population - 13

creditor - 13

productivity dispersion - 13

heterogeneity - 13

unemployed - 13

salary - 13

census bureau - 13

area - 13

firms export - 12

investing - 12

depreciation - 12

employment statistics - 12

diversification - 12

borrower - 12

retailer - 12

country - 12

wages productivity - 12

employment data - 12

younger firms - 12

warehousing - 12

rent - 12

sourcing - 12

firms productivity - 12

state - 12

startup firms - 12

business data - 12

regression - 12

shipment - 11

regulatory - 11

minority - 11

federal - 11

liquidation - 11

innovating - 11

exogeneity - 11

layoff - 11

database - 11

census data - 11

record - 11

labor markets - 11

factory - 11

business startups - 11

rural - 11

innovator - 11

endogenous - 11

city - 11

corp - 11

manager - 11

aggregate productivity - 11

ownership - 11

acquirer - 11

labor statistics - 10

census employment - 10

monopolistically - 10

strategic - 10

collateral - 10

patented - 10

relocation - 10

earn - 10

firms patents - 10

employment estimates - 10

trends employment - 10

firms young - 10

sectoral - 10

producing - 10

larger firms - 10

contract - 10

ethnicity - 10

geography - 10

datasets - 10

labor productivity - 10

retirement - 9

fund - 9

union - 9

bankrupt - 9

startups employees - 9

shift - 9

oligopolistic - 9

emission - 9

epa - 9

credit - 9

businesses grow - 9

workplace - 9

employment trends - 9

shareholder - 9

growth employment - 9

international trade - 9

hispanic - 9

migrant - 9

importing - 9

immigration - 9

research - 9

firm growth - 9

growth firms - 9

study - 9

outsourcing - 9

employing - 9

wealth - 9

consumer - 9

productivity measures - 9

takeover - 9

institutional - 8

debtor - 8

tenure - 8

regressing - 8

compensation - 8

borrow - 8

housing - 8

product - 8

specialization - 8

executive - 8

commerce - 8

competitiveness - 8

patents firms - 8

wage growth - 8

firms employment - 8

globalization - 8

exporters multinationals - 8

development - 8

outsourced - 8

imported - 8

firms size - 8

subsidy - 8

firm dynamics - 8

estimates employment - 8

externality - 8

productivity firms - 8

industry employment - 8

conglomerate - 8

census business - 7

unemployment rates - 7

average - 7

irs - 7

productivity distribution - 7

bias - 7

aggregation - 7

entry productivity - 7

pollution - 7

mortgage - 7

information census - 7

consolidated - 7

dispersion productivity - 7

measures productivity - 7

nonemployer businesses - 7

recessionary - 7

technology adoption - 7

census survey - 7

productivity estimates - 7

productivity shocks - 7

productivity dynamics - 7

developed - 7

patenting firms - 7

work census - 7

employment firms - 7

share - 7

firms trade - 7

exporting firms - 7

multinational firms - 7

reallocation productivity - 7

neighborhood - 7

geographic - 7

trademark - 7

downturn - 7

employee data - 7

agriculture - 7

regional economic - 7

cost - 7

buyer - 7

restructuring - 7

firms exporting - 6

tax - 6

restaurant - 6

spending - 6

unobserved - 6

employment distribution - 6

environmental - 6

polluting - 6

trader - 6

advancement - 6

innovation patenting - 6

migration - 6

warehouse - 6

sector productivity - 6

firm innovation - 6

firm patenting - 6

factor productivity - 6

innovation productivity - 6

employees startups - 6

worker demographics - 6

firms age - 6

regressors - 6

poverty - 6

good - 6

industry wages - 6

urban - 6

analysis - 6

decade - 6

competitive - 6

industry concentration - 6

firms census - 6

immigrant entrepreneurs - 6

confidentiality - 6

statistician - 6

coverage - 6

matching - 6

managerial - 6

management - 6

productivity wage - 6

capital - 6

businesses census - 6

rates employment - 6

fluctuation - 6

aging - 6

volatility - 6

asset - 5

pension - 5

discrimination - 5

filing - 5

productivity capital - 5

state employment - 5

impact employment - 5

forecast - 5

diversified - 5

tech - 5

socioeconomic - 5

department - 5

store - 5

grocery - 5

disaster - 5

prevalence - 5

security - 5

rates productivity - 5

longitudinal employer - 5

wage regressions - 5

autoregressive - 5

employment production - 5

job growth - 5

employment entrepreneurship - 5

industry variation - 5

diversify - 5

plant productivity - 5

publicly - 5

transition - 5

pricing - 5

imputation - 5

recession exposure - 5

rate - 5

equilibrium - 5

elasticity - 5

price - 5

use census - 5

exogenous - 5

estimator - 5

yield - 5

employment wages - 5

census research - 5

foreign trade - 5

research census - 5

censuses surveys - 5

exports firms - 5

profitable - 5

pollutant - 5

residential - 5

agglomeration - 5

2010 census - 4

mandate - 4

census disclosure - 4

employment declines - 4

establishments data - 4

employment count - 4

productivity variation - 4

analyst - 4

employment flows - 4

relocate - 4

university - 4

productivity analysis - 4

risk - 4

hurricane - 4

manufacturing productivity - 4

indian - 4

native - 4

firms import - 4

midwest - 4

immigrant workers - 4

marketing - 4

productivity increases - 4

industry growth - 4

location - 4

ethnic - 4

enforcement - 4

privacy - 4

insurance - 4

healthcare - 4

consumption - 4

electricity - 4

electricity prices - 4

black - 4

employer household - 4

level productivity - 4

reporting - 4

workers earnings - 4

earnings workers - 4

plants industry - 4

productivity size - 4

local economic - 4

saving - 4

franchising - 4

downstream - 4

recession employment - 4

census years - 4

census use - 4

business survival - 4

customer - 4

gain - 4

productivity plants - 4

earnings growth - 4

wages production - 4

linked census - 4

utilization - 4

clerical - 4

estimates productivity - 4

practices productivity - 4

manufacturing industries - 4

trade models - 4

generation - 4

information - 4

inference - 4

retailing - 4

statistical agencies - 4

resident - 4

agglomeration economies - 4

cluster - 4

regional industry - 4

regional industries - 4

restriction - 3

racial - 3

disparity - 3

quantity - 3

deviation - 3

measures employment - 3

applicant - 3

home - 3

graduate - 3

associate - 3

identifier - 3

firm data - 3

distribution - 3

merchandise - 3

percentile - 3

www census - 3

oligopoly - 3

disadvantaged - 3

town - 3

advantage - 3

wages employment - 3

poorer - 3

migrate - 3

earnings age - 3

capital productivity - 3

economic growth - 3

small firms - 3

career - 3

expense - 3

relocating - 3

plant employment - 3

policymakers - 3

statistical disclosure - 3

public - 3

medicare - 3

energy prices - 3

renewable - 3

policy - 3

productivity differences - 3

regulation productivity - 3

employment earnings - 3

earnings employees - 3

effect wages - 3

wage data - 3

firms plants - 3

owner - 3

industries estimate - 3

technical - 3

industrialized - 3

taxation - 3

white - 3

asian - 3

subsidized - 3

woman - 3

increase employment - 3

earnings inequality - 3

export growth - 3

trends labor - 3

survey data - 3

employed census - 3

surveys censuses - 3

employment measures - 3

rurality - 3

agricultural - 3

substitute - 3

franchise - 3

model - 3

supermarket - 3

empirical - 3

valuation - 3

demography - 3

plant investment - 3

environmental regulation - 3

Viewing papers 121 through 130 of 406


  • Working Paper

    The Industrial Revolution in Services

    October 2021

    Working Paper Number:

    CES-21-34

    The U.S. has experienced an industrial revolution in services. Firms in service industries, those where output has to be supplied locally, increasingly operate in more markets. Employment, sales, and spending on fixed costs such as R&D and managerial employment have increased rapidly in these industries. These changes have favored top firms the most and have led to increasing national concentration in service industries. Top firms in service industries have grown entirely by expanding into new local markets that are predominantly small and mid-sized U.S. cities. Market concentration at the local level has decreased in all U.S. cities but by significantly more in cities thatwere initially small. These facts are consistent with the availability of a new menu of fixed-cost-intensive technologies in service sectors that enable adopters to produce at lower marginal costs in any markets. The entry of top service firms into new local markets has led to substantial unmeasured productivity growth, particularly in small markets.
    View Full Paper PDF
  • Working Paper

    The Business Dynamics Statistics: Describing the Evolution of the U.S. Economy from 1978-2019

    October 2021

    Working Paper Number:

    CES-21-33

    The U.S. Census Bureau's Business Dynamics Statistics (BDS) provide annual measures of how many businesses begin, end, or continue their operations and the associated job creation and destruction. The BDS is a valuable resource for information on the U.S. economy because of its long time series (1978-2019), its complete coverage (all private sector, non-farm U.S. businesses), and its tabulations for both individual establishments and the firms that own and control them. In this paper, we use the publicly available BDS data to describe the dynamics of the economy over the past 40 years. We highlight the increasing concentration of employment at old and large firms and describe net job creation trends in the manufacturing, retail, information, food/accommodations, and healthcare industry sectors. We show how the spatial distribution of employment has changed, first moving away from the largest cities and then back again. Finally, we show long-run trends for a group of industries we classify as high-tech and explore how the share of employment at small and young firms has changed for this part of the economy.
    View Full Paper PDF
  • Working Paper

    Pay, Productivity and Management

    September 2021

    Working Paper Number:

    CES-21-31

    Using confidential Census matched employer-employee earnings data we find that employees at more productive firms, and firms with more structured management practices, have substantially higher pay, both on average and across every percentile of the pay distribution. This pay-performance relationship is particularly strong amongst higher paid employees, with a doubling of firm productivity associated with 11% more pay for the highest-paid employee (likely the CEO) compared to 4.7% for the median worker. This pay-performance link holds in public and private firms, although it is almost twice as strong in public firms for the highest-paid employees. Top pay volatility is also strongly related to productivity and structured management, suggesting this performance-pay relationship arises from more aggressive monitoring and incentive practices for top earners.
    View Full Paper PDF
  • Working Paper

    Import Competition and Firms' Internal Networks

    September 2021

    Working Paper Number:

    CES-21-28

    Using administrative data on U.S. multisector firms, we document a cross-sectoral propagation of the import competition from China ('China shock') through firms' internal networks: Employment of an establishment in a given industry is negatively affected by China shock that hits establishments in other industries within the same firm. This indirect propagation channel impacts both manufacturing and non-manufacturing establishments, and it operates primarily through the establishment exit. We explore a range of explanations for our findings, highlighting the role of within-firm trade across sectors, scope of production, and establishment size. At the sectoral aggregate level, China shock that propagates through firms' internal networks has a sizable impact on industry-level employment dynamics.
    View Full Paper PDF
  • Working Paper

    Incidence and Performance of Spinouts and Incumbent New Ventures: Role of Selection and Redeployability within Parent Firms

    September 2021

    Working Paper Number:

    CES-21-27

    Using matched employer-employee data from 30 U.S. states, we compare spinouts with new ventures formed by incumbents (INCs). We propose a selection-based framework comprising idea selection by parents to internally implement ideas as INCs, entrepreneurial selection by founders to form spinouts, and managerial selection to close ventures. Consistent with parents choosing better ideas in the idea selection stage, we find that INCs perform relatively better than spinouts, and more so with larger parents. Regarding the entrepreneurial selection stage, we find evidence consistent with resource requirements being a greater entry barrier to spinouts and greater information asymmetry promoting spinout formation. Parents' resource redeployment opportunities are associated with lower relative survival of INCs, consistent with their being subject to greater selection pressures in the managerial selection stage.
    View Full Paper PDF
  • Working Paper

    The Color of Money: Federal vs. Industry Funding of University Research

    September 2021

    Working Paper Number:

    CES-21-26

    U.S. universities, which are important producers of new knowledge, have experienced a shift in research funding away from federal and towards private industry sources. This paper compares the effects of federal and private university research funding, using data from 22 universities that include individual-level payments for everyone employed on all grants for each university year and that are linked to patent and Census data, including IRS W-2 records. We instrument for an individual's source of funding with government-wide R&D expenditure shocks within a narrow field of study. We find that a higher share of federal funding causes fewer but more general patents, more high-tech entrepreneurship, a higher likelihood of remaining employed in academia, and a lower likelihood of joining an incumbent firm. Increasing the private share of funding has opposite effects for most outcomes. It appears that private funding leads to greater appropriation of intellectual property by incumbent firms.
    View Full Paper PDF
  • Working Paper

    How Collateral Affects Small Business Lending: The Role of Lender Specialization

    August 2021

    Authors: Manasa Gopal

    Working Paper Number:

    CES-21-22

    I study the role of collateral on small business credit access in the aftermath of the 2008 financial crisis. I construct a novel, loan-level dataset covering all collateralized small business lending in Texas from 2002-2016 and link it to the U.S. Census of Establishments. Using textual analysis, I show that post-2008, lenders reduced credit supply to borrowers outside of the lender's collateral specialization. This result holds when comparing lending to the same borrower from different lenders, and when comparing lending by the same lender to different borrowers. A one standard deviation higher specialization in collateral increases lending to the same firm by 3.7%. Abstracting from general equilibrium effects, if firms switched to lenders with the highest specialization in their collateral, aggregate lending would increase by 14.8%. Furthermore, firms borrowing from lenders with greater specialization in the borrower's collateral see a larger growth in employment after 2008. Finally, I show that firms with collateral more frequently accepted by lenders in the economy find it easier to switch lenders. In sum, my paper shows that borrowing from specialized lenders increases access to credit and employment during a financial crisis.
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  • Working Paper

    Productivity Dispersion, Entry, and Growth in U.S. Manufacturing Industries

    August 2021

    Working Paper Number:

    CES-21-21

    Within-industry productivity dispersion is pervasive and exhibits substantial variation across countries, industries, and time. We build on prior research that explores the hypothesis that periods of innovation are initially associated with a surge in business start-ups, followed by increased experimentation that leads to rising dispersion potentially with declining aggregate productivity growth, and then a shakeout process that results in higher productivity growth and declining productivity dispersion. Using novel detailed industry-level data on total factor productivity and labor productivity dispersion from the Dispersion Statistics on Productivity along with novel measures of entry rates from the Business Dynamics Statistics and productivity growth data from the Bureau of Labor Statistics for U.S. manufacturing industries, we find support for this hypothesis, especially for the high-tech industries.
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  • Working Paper

    Immigration and Local Business Dynamics: Evidence from U.S. Firms

    August 2021

    Authors: Parag Mahajan

    Working Paper Number:

    CES-21-18

    This paper finds that establishment entry and exit'particularly the prevention of establishment exit'drive immigrant absorption and immigrant-induced productivity increases in U.S. local industries. Using a comprehensive collection of confidential survey and administrative data from the Census Bureau, it shows that inflows of immigrantworkers lead to more establishment entry and less establishment exit in local industries. These relationships are responsible for nearly all of long-run immigrant-induced job creation, with 78 percent accounted for by exit prevention alone, leaving a minimal role for continuing establishment expansion. Furthermore, exit prevention is not uniform: immigrant inflows increase the probability of exit by establishments from low productivity firms and decrease the probability of exit by establishments from high productivity firms. As a result, the increase in establishment count is concentrated at the top of the productivity distribution. A general equilibrium model proposes a mechanism that ties immigrantworkers to high productivity firms and shows how accounting for changes to the firm productivity distribution can yield substantially larger estimates of immigrant-generated economic surplus than canonical models of labor demand.
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  • Working Paper

    Heavy Tailed, but not Zipf: Firm and Establishment Size in the U.S.

    July 2021

    Working Paper Number:

    CES-21-15

    Heavy tails play an important role in modern macroeconomics and international economics. Previous work often assumes a Pareto distribution for firm size, typically with a shape parameter approaching Zipf's law. This convenient approximation has dramatic consequences for the importance of large firms in the economy. But we show that a lognormal distribution, or better yet, a convolution of a lognormal and a non-Zipf Pareto distribution, provides a better description of the U.S. economy, using confidential Census Bureau data. These findings hold even far in the upper tail and suggest heterogeneous firm models should more systematically explore deviations from Zipf's law.
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