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Papers Containing Tag(s): 'Bureau of Labor Statistics'

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Longitudinal Business Database - 133

Center for Economic Studies - 130

North American Industry Classification System - 124

Current Population Survey - 112

Bureau of Economic Analysis - 99

National Science Foundation - 96

Longitudinal Employer Household Dynamics - 96

Internal Revenue Service - 93

Standard Industrial Classification - 93

Employer Identification Numbers - 79

Annual Survey of Manufactures - 78

National Bureau of Economic Research - 70

Ordinary Least Squares - 69

American Community Survey - 63

Economic Census - 63

Total Factor Productivity - 62

Census Bureau Disclosure Review Board - 61

Census of Manufactures - 54

Social Security Administration - 53

Federal Reserve Bank - 52

Metropolitan Statistical Area - 52

Business Register - 50

Federal Statistical Research Data Center - 47

Alfred P Sloan Foundation - 45

Quarterly Census of Employment and Wages - 45

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

County Business Patterns - 41

Survey of Income and Program Participation - 39

Business Dynamics Statistics - 39

Social Security - 38

Census Bureau Business Register - 37

Disclosure Review Board - 36

Standard Statistical Establishment List - 34

Decennial Census - 33

Quarterly Workforce Indicators - 33

Department of Labor - 31

University of Chicago - 31

Research Data Center - 31

Cornell University - 30

Social Security Number - 29

Protected Identification Key - 29

Special Sworn Status - 29

Unemployment Insurance - 29

University of Maryland - 29

Service Annual Survey - 27

Census Bureau Longitudinal Business Database - 26

Federal Reserve System - 25

Cobb-Douglas - 25

Office of Management and Budget - 22

International Trade Research Report - 19

American Economic Review - 19

Local Employment Dynamics - 19

Business Employment Dynamics - 19

Department of Homeland Security - 18

2010 Census - 18

Census of Manufacturing Firms - 18

Characteristics of Business Owners - 17

Financial, Insurance and Real Estate Industries - 17

Longitudinal Firm Trade Transactions Database - 17

LEHD Program - 17

Kauffman Foundation - 17

Generalized Method of Moments - 16

Employer Characteristics File - 16

Small Business Administration - 16

Retail Trade - 16

Permanent Plant Number - 16

Department of Economics - 15

National Institute on Aging - 15

Department of Commerce - 15

Organization for Economic Cooperation and Development - 15

Postal Service - 14

National Income and Product Accounts - 14

Quarterly Journal of Economics - 14

Cornell Institute for Social and Economic Research - 14

Occupational Employment Statistics - 14

Core Based Statistical Area - 14

Michigan Institute for Teaching and Research in Economics - 13

Employment History File - 13

American Economic Association - 13

Harmonized System - 13

Journal of Economic Literature - 13

University of Michigan - 13

Herfindahl Hirschman Index - 12

Individual Characteristics File - 12

Survey of Business Owners - 12

Master Address File - 12

Bureau of Labor - 12

Patent and Trademark Office - 12

New York Times - 12

PSID - 11

Standard Occupational Classification - 11

National Longitudinal Survey of Youth - 11

NBER Summer Institute - 11

New York University - 11

Current Employment Statistics - 11

TFPQ - 11

Company Organization Survey - 11

Labor Productivity - 11

Business Master File - 11

Board of Governors - 10

W-2 - 10

World Trade Organization - 10

Labor Turnover Survey - 10

IQR - 10

VAR - 10

National Center for Health Statistics - 10

Office of Personnel Management - 10

Journal of Labor Economics - 10

Review of Economics and Statistics - 10

Census Bureau Center for Economic Studies - 10

Establishment Micro Properties - 10

Department of Agriculture - 9

Successor Predecessor File - 9

AKM - 9

Journal of Political Economy - 9

Council of Economic Advisers - 9

Wholesale Trade - 9

Sloan Foundation - 9

Detailed Earnings Records - 9

Customs and Border Protection - 9

Information and Communication Technology Survey - 9

BLS Handbook of Methods - 9

Agency for Healthcare Research and Quality - 9

Columbia University - 8

General Accounting Office - 8

Boston College - 8

Technical Services - 8

Survey of Industrial Research and Development - 8

Urban Institute - 8

Person Validation System - 8

Securities and Exchange Commission - 8

Business Register Bridge - 8

UC Berkeley - 8

JOLTS - 8

Limited Liability Company - 8

Michigan Institute for Data Science - 8

Composite Person Record - 8

Federal Tax Information - 8

Energy Information Administration - 8

Environmental Protection Agency - 8

Retirement History Survey - 8

University of California Los Angeles - 8

North American Industry Classi - 8

Journal of Economic Perspectives - 8

Census Bureau Business Dynamics Statistics - 8

Statistics Canada - 8

Economic Research Service - 8

Medical Expenditure Panel Survey - 8

Harvard University - 8

Administrative Records - 8

American Statistical Association - 8

Accommodation and Food Services - 7

Annual Business Survey - 7

Business R&D and Innovation Survey - 7

North American Free Trade Agreement - 7

National Establishment Time Series - 7

Ohio State University - 7

Herfindahl-Hirschman - 7

COVID-19 - 7

Census of Retail Trade - 7

National Academy of Sciences - 7

Yale University - 7

Employer-Household Dynamics - 7

United Nations - 7

Business Services - 7

COMPUSTAT - 7

Center for Administrative Records Research - 7

MIT Press - 7

American Housing Survey - 7

Census Industry Code - 7

Earned Income Tax Credit - 6

National Institutes of Health - 6

Consumer Expenditure Survey - 6

United States Census Bureau - 6

Federal Trade Commission - 6

Department of Justice - 6

Management and Organizational Practices Survey - 6

Business Research and Development and Innovation Survey - 6

National Center for Science and Engineering Statistics - 6

Integrated Public Use Microdata Series - 6

Census Numident - 6

Ewing Marion Kauffman Foundation - 6

Annual Survey of Entrepreneurs - 6

Review of Economic Studies - 6

Center for Research in Security Prices - 6

Integrated Longitudinal Business Database - 6

Department of Housing and Urban Development - 6

Census of Services - 6

Business Formation Statistics - 6

Social and Economic Supplement - 6

Census 2000 - 6

Kauffman Firm Survey - 6

Health and Retirement Study - 5

Educational Services - 5

Agriculture, Forestry - 5

University of Toronto - 5

Stanford University - 5

International Trade Commission - 5

Russell Sage Foundation - 5

2SLS - 5

Disability Insurance - 5

Personally Identifiable Information - 5

Federal Reserve Bank of Chicago - 5

TFPR - 5

CDF - 5

National Employer Survey - 5

Indian Health Service - 5

Public Administration - 5

Initial Public Offering - 5

George Mason University - 5

Department of Education - 5

Stern School of Business - 5

Georgetown University - 5

World Bank - 5

Fabricated Metal Products - 5

Arts, Entertainment - 4

IZA - 4

Supplemental Nutrition Assistance Program - 4

Heckscher-Ohlin - 4

Data Management System - 4

Person Identification Validation System - 4

Paycheck Protection Program - 4

Princeton University - 4

European Commission - 4

Housing and Urban Development - 4

ASEC - 4

Department of Energy - 4

Professional Services - 4

Foreign Direct Investment - 4

1940 Census - 4

Journal of Human Resources - 4

Nonemployer Statistics - 4

National Health Interview Survey - 4

Linear Probability Models - 4

Temporary Assistance for Needy Families - 4

Department of Defense - 4

Public Use Micro Sample - 4

State Energy Data System - 4

Wal-Mart - 4

Federal Insurance Contribution Act - 4

Commodity Flow Survey - 4

Journal of International Economics - 4

International Standard Industrial Classification - 4

Securities Data Company - 4

Penn State University - 4

Pollution Abatement Costs and Expenditures - 4

National Research Council - 4

Consolidated Metropolitan Statistical Areas - 4

Adjusted Gross Income - 3

MTO - 3

New England County Metropolitan - 3

Computer Assisted Personal Interview - 3

SSA Numident - 3

Current Population Survey Annual Social and Economic Supplement - 3

Centers for Disease Control and Prevention - 3

Manufacturing Energy Consumption Survey - 3

European Union - 3

Pew Research Center - 3

PIKed - 3

CAAA - 3

Health Care and Social Assistance - 3

HHS - 3

Value Added - 3

Princeton University Press - 3

Probability Density Function - 3

IBM - 3

Census Bureau Master Address File - 3

Summary Earnings Records - 3

Duke University - 3

Society of Labor Economists - 3

Social Security Disability Insurance - 3

Journal of Econometrics - 3

Insurance Information Institute - 3

Sample Edited Detail File - 3

Supreme Court - 3

Boston Research Data Center - 3

Electronic Data Interchange - 3

Chicago RDC - 3

E32 - 3

WECD - 3

Cambridge University Press - 3

employed - 95

employ - 94

labor - 94

workforce - 87

recession - 79

payroll - 68

employee - 67

manufacturing - 62

econometric - 60

growth - 59

economist - 58

earnings - 58

production - 58

industrial - 55

sector - 54

macroeconomic - 52

market - 49

survey - 48

quarterly - 48

sale - 47

enterprise - 43

expenditure - 42

revenue - 40

demand - 39

entrepreneurship - 37

worker - 36

estimating - 36

gdp - 34

endogeneity - 34

agency - 33

labor statistics - 33

report - 31

economically - 31

employment growth - 30

statistical - 29

job - 29

entrepreneur - 29

investment - 28

aggregate - 28

occupation - 26

unemployed - 26

salary - 26

census employment - 26

respondent - 25

productivity growth - 25

hiring - 25

efficiency - 25

longitudinal - 24

estimation - 24

produce - 24

trend - 24

layoff - 23

census bureau - 23

company - 23

entrepreneurial - 23

establishment - 23

earner - 22

employment data - 22

industry productivity - 22

employment statistics - 22

data - 22

microdata - 21

productive - 20

employment dynamics - 20

economic census - 20

acquisition - 19

innovation - 19

hire - 19

organizational - 19

proprietor - 19

workplace - 19

finance - 18

profit - 18

financial - 18

export - 18

earn - 18

estimates employment - 18

data census - 18

census data - 18

corporation - 17

incentive - 16

research census - 16

growth productivity - 16

metropolitan - 16

unemployment rates - 16

regression - 16

proprietorship - 16

spillover - 15

employment estimates - 15

regress - 15

labor productivity - 15

manufacturer - 15

profitability - 14

technological - 14

insurance - 14

housing - 14

residential - 14

state - 14

work census - 14

accounting - 14

tenure - 14

population - 13

monopolistic - 13

depreciation - 13

shift - 13

employment unemployment - 13

leverage - 13

econometrician - 13

employment count - 13

employee data - 13

firms productivity - 12

heterogeneity - 12

relocation - 12

specialization - 12

import - 12

productivity dynamics - 12

productivity dispersion - 12

multinational - 12

inventory - 12

startup - 12

venture - 12

clerical - 12

employing - 12

turnover - 12

recessionary - 12

aggregation - 12

hispanic - 11

resident - 11

welfare - 11

poverty - 11

socioeconomic - 11

price - 11

retailer - 11

retail - 11

wholesale - 11

irs - 11

filing - 11

employer household - 11

enrollment - 11

regional - 11

decline - 11

statistician - 11

declining - 11

merger - 11

disparity - 10

residence - 10

tariff - 10

disclosure - 10

financing - 10

discrimination - 10

corporate - 10

federal - 10

cost - 10

average - 10

information census - 10

outsourcing - 10

regressing - 10

bias - 10

coverage - 10

datasets - 10

regulation - 10

minority - 9

debt - 9

disadvantaged - 9

neighborhood - 9

investor - 9

equity - 9

factor productivity - 9

labor markets - 9

younger firms - 9

immigrant - 9

longitudinal employer - 9

employment trends - 9

commodity - 9

competitor - 9

productivity measures - 9

consumption - 9

aggregate productivity - 9

reallocation productivity - 9

analysis - 9

indicator - 9

workforce indicators - 9

exporter - 9

business data - 9

founder - 9

endogenous - 9

decade - 9

aging - 9

researcher - 9

region - 9

loan - 8

rural - 8

2010 census - 8

patent - 8

prospect - 8

relocate - 8

compensation - 8

innovate - 8

relocating - 8

migration - 8

woman - 8

geographically - 8

shock - 8

bankruptcy - 8

product - 8

sourcing - 8

commerce - 8

productivity increases - 8

incorporated - 8

trends employment - 8

buyer - 8

yearly - 8

measures employment - 8

mobility - 8

trends labor - 8

censuses surveys - 8

wages productivity - 8

ownership - 8

retirement - 8

state employment - 8

area - 8

ethnicity - 7

census survey - 7

prevalence - 7

technology - 7

productivity estimates - 7

stock - 7

wage growth - 7

firms employment - 7

firms young - 7

warehousing - 7

wealth - 7

home - 7

firms census - 7

estimator - 7

use census - 7

consumer - 7

tax - 7

employment earnings - 7

forecast - 7

department - 7

record - 7

policy - 7

worker demographics - 7

classified - 7

classification - 7

subsidiary - 7

externality - 7

dispersion productivity - 7

businesses census - 7

census years - 7

surveys censuses - 7

rent - 7

census business - 7

employment measures - 7

opportunity - 7

census research - 7

factory - 7

empirical - 7

employment flows - 7

lender - 6

racial - 6

race - 6

shareholder - 6

spending - 6

agriculture - 6

job growth - 6

outsourced - 6

gender - 6

pricing - 6

firms grow - 6

industry growth - 6

union - 6

quantity - 6

discrepancy - 6

autoregressive - 6

inflation - 6

rate - 6

contract - 6

effects employment - 6

utilization - 6

emission - 6

measures productivity - 6

industry variation - 6

econometrically - 6

recession employment - 6

unemployment insurance - 6

rates productivity - 6

shipment - 6

exporting - 6

custom - 6

database - 6

startup firms - 6

segregation - 6

imputation - 6

supplier - 6

analysis productivity - 6

exogeneity - 6

employment recession - 6

economic statistics - 6

confidentiality - 6

firm growth - 6

producing - 6

growth firms - 6

owned businesses - 6

study - 6

restructuring - 6

agglomeration economies - 6

agglomeration - 6

capital - 6

lending - 5

credit - 5

employment effects - 5

household surveys - 5

productivity shocks - 5

benefit - 5

city - 5

immigration - 5

migrate - 5

migrating - 5

earnings age - 5

insured - 5

bank - 5

funding - 5

prices products - 5

good - 5

competitiveness - 5

migrant - 5

income data - 5

sectoral - 5

industry concentration - 5

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importer - 5

ethnic - 5

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healthcare - 5

regulatory - 5

industrial classification - 5

classifying - 5

epa - 5

productivity differences - 5

regulation productivity - 5

reporting - 5

workers earnings - 5

foreign - 5

regional economic - 5

associate - 5

trading - 5

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employment wages - 5

industry employment - 5

increase employment - 5

estimates productivity - 5

fluctuation - 5

innovative - 5

ssa - 5

information - 5

industry output - 5

profitable - 5

owner - 5

research - 5

volatility - 5

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creditor - 4

town - 4

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manufacturing productivity - 4

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wage regressions - 4

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survey income - 4

level productivity - 4

expense - 4

warehouse - 4

grocery - 4

income survey - 4

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medicaid - 4

earnings employees - 4

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observed productivity - 4

plant productivity - 4

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restaurant - 4

executive - 4

tech - 4

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census use - 4

public - 4

startups employees - 4

wage gap - 4

collateral - 4

transition - 4

impact - 4

exogenous - 4

firm dynamics - 4

pension - 4

health insurance - 4

insurance coverage - 4

linked census - 4

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wage data - 4

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international trade - 4

growth employment - 4

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gain - 4

productivity wage - 4

yield - 4

employment entrepreneurship - 4

heterogeneous - 4

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pollution - 4

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productivity analysis - 4

statistical agencies - 4

capital productivity - 4

educated - 4

borrower - 3

citizen - 3

investment productivity - 3

innovation productivity - 3

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invest - 3

firms age - 3

urban - 3

risk - 3

pandemic - 3

security - 3

midwest - 3

firms size - 3

banking - 3

renter - 3

disaster - 3

estimates production - 3

policymakers - 3

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1040 - 3

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latino - 3

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corp - 3

elasticity - 3

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firm innovation - 3

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publicly - 3

industry wages - 3

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liquidation - 3

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manufacturing industries - 3

wage differences - 3

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income year - 3

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employment changes - 3

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Viewing papers 71 through 80 of 330


  • Working Paper

    Between Firm Changes in Earnings Inequality: The Dominant Role of Industry Effects

    February 2020

    Working Paper Number:

    CES-20-08

    We find that most of the rising between firm earnings inequality that dominates the overall increase in inequality in the U.S. is accounted for by industry effects. These industry effects stem from rising inter-industry earnings differentials and not from changing distribution of employment across industries. We also find the rising inter-industry earnings differentials are almost completely accounted for by occupation effects. These results link together the key findings from separate components of the recent literature: one focuses on firm effects and the other on occupation effects. The link via industry effects challenges conventional wisdom.
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  • Working Paper

    Housing Booms and the U.S. Productivity Puzzle

    January 2020

    Authors: Jose Carreno

    Working Paper Number:

    CES-20-04

    The United States has been experiencing a slowdown in productivity growth for more than a decade. I exploit geographic variation across U.S. Metropolitan Statistical Areas (MSAs) to investigate the link between the 2006-2012 decline in house prices (the housing bust) and the productivity slowdown. Instrumental variable estimates support a causal relationship between the housing bust and the productivity slowdown. The results imply that one standard deviation decline in house prices translates into an increment of the productivity gap -- i.e. how much an MSA would have to grow to catch up with the trend -- by 6.9p.p., where the average gap is 14.51%. Using a newly-constructed capital expenditures measure at the MSA level, I find that the long investment slump that came out of the Great Recession explains an important part of this effect. Next, I document that the housing bust led to the investment slump and, ultimately, the productivity slowdown, mostly through the collapse in consumption expenditures that followed the bust. Lastly, I construct a quantitative general equilibrium model that rationalizes these empirical findings, and find that the housing bust is behind roughly 50 percent of the productivity slowdown.
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  • Working Paper

    Maternal Labor Dynamics: Participation, Earnings, and Employer Changes

    December 2019

    Working Paper Number:

    CES-19-33

    This paper describes the labor dynamics of U.S. women after they have had their first and subsequent children. We build on the child penalty literature by showing the heterogeneity of the size and pattern of labor force participation and earnings losses by demographic characteristics of mothers and the characteristics of their employers. The analysis uses longitudinal administrative earnings data from the Longitudinal Employer-Household Dynamics database combined with the Survey of Income and Program Participation survey data to identify women, their fertility timing, and employment. We find that women experience a large and persistent decrease in earnings and labor force participation after having their first child. The penalty grows over time, driven by the birth of subsequent children. Non-white mothers, unmarried mothers, and mothers with more education are more likely to return to work following the birth of their first child. Conditional on returning to the labor force, women who change employers earn more after the birth of their first child than women who return to their pre-birth employers. The probability of returning to the pre-birth employer and industry is heterogeneous over both the demographics of mothers and the characteristics of their employers.
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  • Working Paper

    What Do Establishments Do When Wages Increase? Evidence from Minimum Wages in the United States

    November 2019

    Authors: Yuci Chen

    Working Paper Number:

    CES-19-31

    I investigate how establishments adjust their production plans on various margins when wage rates increase. Exploiting state-by-year variation in minimum wage, I analyze U.S. manufacturing plants' responses over a 23-year period. Using instrumental variable method and Census Microdata, I find that when the hourly wage of production workers increases by one percent, manufacturing plants reduce the total hours worked by production workers by 0.7 percent and increase capital expenditures on machinery and equipment by 2.7 percent. The reduction in total hours worked by production workers is driven by intensive-margin changes. The estimated elasticity of substitution between capital and labor is 0.85. Following the wage increases, no statistically significant changes emerge in revenue, materials or total factor productivity. Additionally, I nd that when wage rates increase, establishments are more likely to exit the market. Finally, I provide evidence that when the minimum wage increases the wages of some of the establishments in a firm, the firm also increases the wages for its other establishments.
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  • Working Paper

    Gender Differences in Self-employment Duration: the Case of Opportunity and Necessity Entrepreneurs

    September 2019

    Working Paper Number:

    CES-19-24

    A strand of the self-employment literature suggests that those 'pushed' into self-employment out of necessity may perform differently from those 'pulled' into self-employment to pursue a business opportunity. While findings on self-employment outcomes by self-employed type are not unanimous, there is mounting evidence that performance outcomes differ between these two self-employed types. Another strand of the literature has found important gender differences in self-employment entry rates, motivations for entry, and outcomes. Using a unique set of data that links the American Community Survey to administrative data from Form 1040 and W-2 records, we bring together these two strands of the literature. We explore whether there are gender differences in self-employment duration of self-employed types. In particular, we examine the likelihood of self-employment exit towards unemployment versus the wage sector for five consecutive entry cohorts, including two cohorts who entered self-employment during the Great Recession. Severely limited labor-market opportunities may have driven many in the recession cohorts to enter self-employment, while those entering self-employment during the boom may have been pursuing opportunities under favorable market conditions. To more explicitly test the concept of 'necessity' versus 'opportunity' self-employment, we also examine the wage labor attachment (or weeks worked in the wage sector) in the year prior to becoming self-employed. We find that, within the cohorts we examine, there are gender differences in the rate at which men and women depart self-employment for either wage work or non-participation, but that the patterns are dependent on pre self-employment wage-sector attachment and cohort effects.
    View Full Paper PDF
  • Working Paper

    Pay, Employment, and Dynamics of Young Firms

    July 2019

    Working Paper Number:

    CES-19-23

    Why do young firms pay less? Using confidential microdata from the US Census Bureau, we find lower earnings among workers at young firms. However, we argue that such measurement is likely subject to worker and firm selection. Exploiting the two-sided panel nature of the data to control for relevant dimensions of worker and firm heterogeneity, we uncover a positive and significant young-firm pay premium. Furthermore, we show that worker selection at firm birth is related to future firm dynamics, including survival and growth. We tie our empirical findings to a simple model of pay, employment, and dynamics of young firms.
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  • Working Paper

    Re-engineering Key National Economic Indicators

    July 2019

    Working Paper Number:

    CES-19-22

    Traditional methods of collecting data from businesses and households face increasing challenges. These include declining response rates to surveys, increasing costs to traditional modes of data collection, and the difficulty of keeping pace with rapid changes in the economy. The digitization of virtually all market transactions offers the potential for re-engineering key national economic indicators. The challenge for the statistical system is how to operate in this data-rich environment. This paper focuses on the opportunities for collecting item-level data at the source and constructing key indicators using measurement methods consistent with such a data infrastructure. Ubiquitous digitization of transactions allows price and quantity be collected or aggregated simultaneously at the source. This new architecture for economic statistics creates challenges arising from the rapid change in items sold. The paper explores some recently proposed techniques for estimating price and quantity indices in large scale item-level data. Although those methods display tremendous promise, substantially more research is necessary before they will be ready to serve as the basis for the official economic statistics. Finally, the paper addresses implications for building national statistics from transactions for data collection and for the capabilities and organization of the statistical agencies in the 21st century.
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  • Working Paper

    Demographic Origins of the Startup Deficit

    July 2019

    Working Paper Number:

    CES-19-21

    We propose a simple explanation for the long-run decline in the startup rate. It was caused by a slowdown in labor supply growth since the late 1970s, largely pre-determined by demographics. This channel explains roughly two-thirds of the decline and why incumbent firm survival and average growth over the lifecycle have been little changed. We show these results in a standard model of firm dynamics and test the mechanism using shocks to labor supply growth across states. Finally, we show that a longer startup rate series imputed using historical establishment tabulations rises over the 1960-70s period of accelerating labor force growth.
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  • Working Paper

    Automating Response Evaluation For Franchising Questions On The 2017 Economic Census

    July 2019

    Working Paper Number:

    CES-19-20

    Between the 2007 and 2012 Economic Censuses (EC), the count of franchise-affiliated establishments declined by 9.8%. One reason for this decline was a reduction in resources that the Census Bureau was able to dedicate to the manual evaluation of survey responses in the franchise section of the EC. Extensive manual evaluation in 2007 resulted in many establishments, whose survey forms indicated they were not franchise-affiliated, being recoded as franchise-affiliated. No such evaluation could be undertaken in 2012. In this paper, we examine the potential of using external data harvested from the web in combination with machine learning methods to automate the process of evaluating responses to the franchise section of the 2017 EC. Our method allows us to quickly and accurately identify and recode establishments have been mistakenly classified as not being franchise-affiliated, increasing the unweighted number of franchise-affiliated establishments in the 2017 EC by 22%-42%.
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  • Working Paper

    Fraudulent Financial Reporting and the Consequences for Employees

    March 2019

    Working Paper Number:

    CES-19-12

    We examine employment effects, such as wages and employee turnover, before, during, and after periods of fraudulent financial reporting. To analyze these effects, we combine U.S. Census data with SEC enforcement actions against firms with serious misreporting ('fraud'). We find compared to a matched sample that fraud firms' employee wages decline by 9% and the separation rate is higher by 12% during and after fraud periods while employment growth at fraud firms is positive during fraud periods and negative afterward. We discuss several reasons that plausibly drive these findings. (i) Frauds cause informational opacity, misleading employees to still join or continue to work at the firm. (ii) During fraud, managers overinvest in labor changing employee mix, and after fraud the overemployment is unwound causing effects from displacement. (iii) Fraud is misconduct; association with misconduct can affect workers in the labor market. We explore the heterogeneous effects of fraudulent financial reporting, including thin and thick labor markets, bankruptcy and non-bankruptcy firms, worker movements, pre-fraud wage levels, and period of hire. Negative wage effects are prevalent across these sample cuts, indicating that fraudulent financial reporting appears to create meaningful and negative consequences for employees possibly through channels such as labor market disruptions, punishment, and stigma.
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