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

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North American Industry Classification System - 240

Bureau of Labor Statistics - 145

Center for Economic Studies - 132

Census Bureau Disclosure Review Board - 130

Employer Identification Numbers - 113

Internal Revenue Service - 112

Standard Industrial Classification - 112

National Science Foundation - 106

Longitudinal Employer Household Dynamics - 101

Ordinary Least Squares - 100

Federal Statistical Research Data Center - 99

Annual Survey of Manufactures - 98

Bureau of Economic Analysis - 97

National Bureau of Economic Research - 96

Total Factor Productivity - 91

Business Register - 89

Economic Census - 87

Business Dynamics Statistics - 79

Census of Manufactures - 75

Census Bureau Business Register - 70

Disclosure Review Board - 67

Census of Manufacturing Firms - 64

Chicago Census Research Data Center - 63

Federal Reserve Bank - 62

Census Bureau Longitudinal Business Database - 62

Standard Statistical Establishment List - 56

Current Population Survey - 55

American Community Survey - 52

Metropolitan Statistical Area - 50

County Business Patterns - 48

Social Security Administration - 40

Special Sworn Status - 40

Longitudinal Firm Trade Transactions Database - 39

Alfred P Sloan Foundation - 39

Kauffman Foundation - 38

Patent and Trademark Office - 37

Department of Homeland Security - 36

Research Data Center - 34

Decennial Census - 33

International Trade Research Report - 33

Longitudinal Research Database - 33

University of Chicago - 33

Cobb-Douglas - 31

Herfindahl Hirschman Index - 31

Service Annual Survey - 31

University of Maryland - 30

Federal Reserve System - 29

Survey of Business Owners - 29

Quarterly Census of Employment and Wages - 29

Organization for Economic Cooperation and Development - 28

Quarterly Workforce Indicators - 28

Michigan Institute for Teaching and Research in Economics - 26

Retail Trade - 26

Small Business Administration - 25

Social Security - 25

Integrated Longitudinal Business Database - 25

World Bank - 25

Department of Labor - 23

Financial, Insurance and Real Estate Industries - 23

Wholesale Trade - 23

Securities and Exchange Commission - 22

Protected Identification Key - 22

Company Organization Survey - 21

Department of Economics - 21

Survey of Industrial Research and Development - 21

Social Security Number - 21

World Trade Organization - 20

Technical Services - 20

W-2 - 20

Initial Public Offering - 20

New York University - 19

Business Employment Dynamics - 18

Office of Management and Budget - 18

Harmonized System - 17

Cornell University - 17

Individual Characteristics File - 17

Survey of Income and Program Participation - 17

Board of Governors - 16

Annual Business Survey - 16

University of Michigan - 16

Census of Retail Trade - 16

Census Bureau Business Dynamics Statistics - 16

Postal Service - 16

Accommodation and Food Services - 16

Employer Characteristics File - 15

Information and Communication Technology Survey - 15

Center for Research in Security Prices - 15

Environmental Protection Agency - 15

Unemployment Insurance - 15

Business Research and Development and Innovation Survey - 15

Characteristics of Business Owners - 15

Generalized Method of Moments - 15

Employment History File - 15

National Center for Science and Engineering Statistics - 14

General Accounting Office - 14

Herfindahl-Hirschman - 14

Annual Survey of Entrepreneurs - 14

American Economic Association - 14

Local Employment Dynamics - 14

American Economic Review - 14

Boston College - 13

2010 Census - 13

Department of Agriculture - 13

NBER Summer Institute - 13

European Union - 13

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Occupational Employment Statistics - 13

Arts, Entertainment - 13

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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 371 through 380 of 406


  • Working Paper

    How Does Venture Capital Financing Improve Efficiency in Private Firms? A Look Beneath the Surface

    June 2008

    Working Paper Number:

    CES-08-16

    Using a unique sample from the Longitudinal Research Database (LRD) of the U.S. Census Bureau, we study several related questions regarding the efficiency gains generated by venture capital (VC) investment in private firms. First, does VC backing improve the efficiency (total factor productivity, TFP) of private firms, and are certain kinds of VCs (higher reputation versus lower reputation) better at generating such efficiency gains than others? Second, how are such efficiency gains generated: Do venture capitalists invest in more efficient firms to begin with (screening) or do they improve efficiency after investment (monitoring)? Third, how are these efficiency gains spread out over rounds subsequent to VC investment? Fourth, what are the channels through which such efficiency gains are generated: increases in product market performance (sales) or reductions in various costs (labor, materials, total production costs)? Finally, how do such efficiency gains affect the probability of a successful exit (IPO or acquisition)? Our main findings are as follows. First, the overall efficiency of VC backed firms is higher than that of non-VC backed firms. Second, this efficiency advantage of VC backed firms arises from both screening and monitoring: the efficiency of VC backed firms prior to receiving financing is higher than that of non-VC backed firms and further, the growth in efficiency subsequent to receiving VC financing is greater for such firms relative to non-VC backed firms. Third, the above increase in efficiency of VC backed firms relative to non-VC backed firms increases over the first two rounds of VC financing, and remains at the higher level till exit. Fourth, while the TFP of firms prior to VC financing is lower for higher reputation VC backed firms, the increase in TFP subsequent to financing is significantly higher for the former firms, consistent with higher reputation VCs having greater monitoring ability. Fifth, the efficiency gains generated by VC backing arise primarily from improvement in product market performance (sales); however for higher reputation VCs, the additional efficiency gains arise from both an additional improvement in product market performance as well as from reductions in various input costs. Finally, both the level of TFP of VC backed firms prior to receiving financing and the growth in TFP subsequent to VC financing positively affect the probability of a successful exit (IPO or acquisition).
    View Full Paper PDF
  • Working Paper

    On the Lifecycle Dynamics of Venture-Capital- and Non-Venture-Capital-Financed Firms

    May 2008

    Working Paper Number:

    CES-08-13

    We use a new data set that tracks U.S. firms from their birth over two decades to understand the life cycle dynamics and outcomes (both successes and failures) of VC- and non-VC financed firms. We first ask to what market-wide and firm-level characteristics venture capitalists respond in choosing to make their investments and how this differs for firms financed solely by non-VC sources of entrepreneurial capital. We then ask what are the eventual differences in outcomes for firms that receive VC financing relative to non-VC-financed firms. Our findings suggest that VCs follow public market signals similar to other investors and typically invest largely in young firms, with potential for large scale being an important criterion. The main way that VC financed firms differ from matched non-VC financed firms, is they demonstrate remarkably larger scale both for successful and failed firms, at every point of the firms' life cycle. They grow more rapidly, but we see little difference in profitability measures at times of exit. We further examine a number of hypotheses relating to VC-financed firms' failure. We find that VC-financed firms' cumulative failure rates are lower than non-VC-financed firms but the story is nuanced. VC appears initially 'patient' in that VC-financed firms are less likely to fail in the first five years but conditional on surviving past this point become more likely to fail relative to non-VC-financed firms. We perform a number of robustness checks and find that VC does not appear to have more stringent survival thresholds nor do VC-financed firm failures appear to be disguised as acquisitions nor do particular kinds of VC firms seem to be driving our results. Overall, our analysis supports the view that VC is 'patient' capital relative to other non-VC sources of entrepreneurial capital in the early part of firms' lifecycles and that an important criterion for receiving VC investment is potential for large scale, rather than level of profitability, prior to exit.
    View Full Paper PDF
  • Working Paper

    Private Equity and Employment

    March 2008

    Working Paper Number:

    CES-08-07R

    Private equity critics claim that leveraged buyouts bring huge job losses. To investigate this claim, we construct and analyze a new dataset that covers U.S. private equity transactions from 1980 to 2005. We track 3,200 target firms and their 150,000 establishments before and after acquisition, comparing outcomes to controls similar in terms of industry, size, age, and prior growth. Relative to controls, employment at target establishments declines 3 percent over two years post buyout and 6 percent over five years. The job losses are concentrated among public-to-private buyouts, and transactions involving firms in the service and retail sectors. But target firms also create more new jobs at new establishments, and they acquire and divest establishments more rapidly. When we consider these additional adjustment margins, net relative job losses at target firms are less than 1 percent of initial employment. In contrast, the sum of gross job creation and destruction at target firms exceeds that of controls by 13 percent of employment over two years. In short, private equity buyouts catalyze the creative destruction process in the labor market, with only a modest net impact on employment. The creative destruction response mainly involves a more rapid reallocation of jobs across establishments within target firms.
    View Full Paper PDF
  • Working Paper

    What Happens When Firms Patent? New Evidence from U.S. Economic Census Data

    January 2008

    Working Paper Number:

    CES-08-03

    In this study, we present novel statistics on the patenting in US manufacturing and new evidence on the question of what happens when firms patent. We do so by creating a comprehensive firm-patent matched dataset that links the NBER patent data (covering the universe of patents) to firm data from the US Census Bureau (which covers the universe of all firms with paid employees). Our linked dataset covers more than 48,000 unique assignees (compared to about 4,100 assignees covered by the Compustat-NBER link), representing almost two-thirds of all non-individual, non-university, non-government assignees from 1975 to 1997. We use the data to present some basic but novel statistics on the role of patenting in US manufacturing, including strong evidence confirming the highly skewed nature of patenting activity. Next, we examine what happens when firms patent by looking at a large sample of first time patentees. We find that while there are significant cross-sectional differences in size and total factor productivity between patentee firms and non-patentee firms, changes in patentownership status within firms is associated with a contemporaneous and substantial increase in firm size, but little to no change in total factor productivity. This evidence suggests that patenting is associated with firm growth through new product innovations (firm scope) rather than through reduction in the cost of producing existing products (firm productivity). Consistent with this explanation, we find that when firms patent, there is a contemporaneous increase in the number of products that the firms produce. Estimates of (within-firm) elasticity of firm characteristics to patent stock confirm our results. Our findings are robust to alternative measures of size and productivity, and to various sample selection criteria.
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  • Working Paper

    Democratizing Entry: Banking Deregulations, Financing Constraints, and Entrepreneurship

    December 2007

    Working Paper Number:

    CES-07-33

    We study how US branch-banking deregulations affected the entry and exit of firms in the non-financial sector using establishment-level data from the US Census Bureau's Longitudinal Business Database. The comprehensive micro-data allow us to study how the entry rate, the distribution of entry sizes, and survival rates for firms responded to changes in banking competition. We also distinguish the relative effect of the policy reforms on the entry of startups versus facility expansions by existing firms. We find that the deregulations reduced financing constraints, particularly among small startups, and improved ex ante allocative efficiency across the entire firm-size distribution. However, the US deregulations also led to a dramatic increase in 'churning' at the lower end of the size distribution, where new startups fail within the first three years following entry. This churning emphasizes a new mechanism through which financial sector reforms impact product markets. It is not exclusively better ex ante allocation of capital to qualified projects that causes creative destruction; rather banking deregulations can also 'democratize' entry by allowing many more startups to be founded. The vast majority of these new entrants fail along the way, but a few survive ex post to displace incumbents.
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  • Working Paper

    Regional Industrial Dominance, Agglomeration Economies, and Manufacturing Plant Productivity

    December 2007

    Working Paper Number:

    CES-07-31

    In a seminal article, Benjamin Chinitz (1961) focused attention on the effects that industry size, structure, and economic diversification have on firm performance and regional economies. He also raised a related but conceptually distinct question that has been overlooked since: how does the extent to which a regional industry is concentrated in a single or small number of firms impact the performance of other local firms within that industry? He suggested that such regional industrial dominance may impact input prices, limit capital accessibility, deter entrepreneurial activity, and reduce the regional availability of agglomeration economies such as specialized labor and supply pools In this paper, we use an establishment-level production function to quantify the links between industrial dominance, agglomeration economies, and firm performance. We consider two questions. First, do greater levels of regional industrial dominance lead to lower economic performance by small, dominated manufacturing plants? Second, are small plants in dominated regional industries more limited in capturing regional agglomeration benefits and therefore do they face rigidities in deploying production factors to maximum advantage? Our results suggest that regional industrial organization does influence productivity but that the effect tends to be a direct one, rather than an indirect effect via its influence on agglomeration economies.
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  • Working Paper

    The Dynamics of Market Structure and Market Size in Two Health Services Industries

    October 2007

    Working Paper Number:

    CES-07-26

    The relationship between the size of a market and the competitiveness of the market has been of long-standing interest to IO economists. Empirical studies have used the relationship between the size of the geographic market and both the number of firms in the market and the average sales of the firms to draw inferences about the degree of competition in the market. This paper extends this framework to incorporate the analysis of entry and exit flows. A key implication of recent entry and exit models is that current market structure will likely depend upon history of past participation. The paper explores these issues empirically by examining producer dynamics for two health service industries, dentistry and chiropractic services. We find that the number of potential entrants and past number of incumbent firms are correlated with current market structure. The empirical results also show that as market size increases the number of firms rises less than proportionately, firm size increases, and average productivity increases. However, the magnitude of the correlations are sensitive to the inclusion of the market history variables.
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  • Working Paper

    Access Methods for United States Microdata

    August 2007

    Working Paper Number:

    CES-07-25

    Beyond the traditional methods of tabulations and public-use microdata samples, statistical agencies have developed four key alternatives for providing non-government researchers with access to confidential microdata to improve statistical modeling. The first, licensing, allows qualified researchers access to confidential microdata at their own facilities, provided certain security requirements are met. The second, statistical data enclaves, offer qualified researchers restricted access to confidential economic and demographic data at specific agency-controlled locations. Third, statistical agencies can offer remote access, through a computer interface, to the confidential data under automated or manual controls. Fourth, synthetic data developed from the original data but retaining the correlations in the original data have the potential for allowing a wide range of analyses.
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  • Working Paper

    Labor Market Rigidities and the Employment Behavior of Older Workers

    July 2007

    Working Paper Number:

    CES-07-21

    The labor market is often asserted to be characterized by rigidities that make it difficult for older workers to carry out their desired trajectory from work to retirement. An important source of rigidity is restrictions on hours of work imposed by firms that use team production or face high fixed costs of employment. Such rigidities are difficult to measure directly. We develop a model of the labor market in which technological rigidity affects the age structure of a firm's work force in equilibrium. Firms using relatively flexible technology care only about total hours of labor input, but not hours of work per worker. Older workers with a desire for short or flexible hours of work are attracted to such firms. Firms using a more rigid technology involving team production impose a minimum hours constraint, and as a result tend to have a younger age structure. A testable hypothesis of the model is that the hazard of separation of older workers is lower in firms with an older age structure. We use matched worker-firm data to test this hypothesis, and find support for it. Specification tests and alternative proxies for labor market rigidity support our interpretation of the effect of firm age structure on the separation propensity These results provide indirect but suggestive evidence of the importance of labor market rigidities.
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  • Working Paper

    Older Workers' Access to Employer-Sponsored Retiree Health Insurance, 2000-2004

    April 2007

    Working Paper Number:

    CES-07-12

    Using a multivariate framework, we analyze recent trends in employer provision of retiree health insurance (RHI), eligibility for new retirees, and retiree contribution requirements. We also explore whether local labor market characteristics such as the unemployment rate influence RHI provision. Finally, we examine whether the Medicare Modernization Act (MMA) was associated with diverging trends in RHI access for Medicare-eligible and early retirees. Data come for the Medical Expenditure Panel Survey'Insurance Component (MEPS-IC). We find that, while RHI provision to existing retirees remained stable, eligibility for new retirees declined, and contribution requirements increased between 2000 and 2004. The local labor market had no effect on RHI provision. While early retiree coverage was more common than coverage for Medicare-eligible retirees, we did not find a divergence subsequent to MMA. These results suggest growing financial instability for retirees, both because RHI contribution requirements increased, and because businesses dropped coverage for new retirees.
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