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Papers Containing Tag(s): 'Ordinary Least Squares'

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Center for Economic Studies - 97

North American Industry Classification System - 95

Longitudinal Business Database - 93

National Science Foundation - 80

Total Factor Productivity - 76

Annual Survey of Manufactures - 74

Bureau of Labor Statistics - 70

National Bureau of Economic Research - 65

Standard Industrial Classification - 65

Current Population Survey - 61

Census Bureau Disclosure Review Board - 60

Internal Revenue Service - 59

Bureau of Economic Analysis - 58

Longitudinal Employer Household Dynamics - 55

American Community Survey - 54

Census of Manufactures - 51

Longitudinal Research Database - 45

Chicago Census Research Data Center - 44

Employer Identification Numbers - 42

Metropolitan Statistical Area - 40

Decennial Census - 38

Federal Reserve Bank - 38

Cobb-Douglas - 37

Federal Statistical Research Data Center - 32

Census of Manufacturing Firms - 32

Social Security Administration - 31

Protected Identification Key - 31

Economic Census - 30

Census Bureau Longitudinal Business Database - 29

Special Sworn Status - 29

Standard Statistical Establishment List - 28

Alfred P Sloan Foundation - 27

Disclosure Review Board - 27

University of Chicago - 26

Survey of Income and Program Participation - 23

Generalized Method of Moments - 23

Business Register - 23

Social Security - 22

Federal Reserve System - 22

Social Security Number - 20

2SLS - 19

American Economic Review - 19

Journal of Economic Literature - 19

Census Bureau Business Register - 18

Harmonized System - 18

Organization for Economic Cooperation and Development - 17

New York University - 17

2010 Census - 16

Longitudinal Firm Trade Transactions Database - 15

Department of Economics - 15

County Business Patterns - 15

Environmental Protection Agency - 15

International Trade Research Report - 15

Harvard University - 14

Research Data Center - 14

Herfindahl Hirschman Index - 14

Quarterly Journal of Economics - 14

PSID - 14

Journal of Political Economy - 14

UC Berkeley - 13

University of Michigan - 12

University of Maryland - 12

Quarterly Census of Employment and Wages - 12

Kauffman Foundation - 12

World Bank - 12

American Economic Association - 12

Cornell University - 12

W-2 - 11

National Longitudinal Survey of Youth - 11

National Center for Health Statistics - 11

Business Dynamics Statistics - 11

Department of Labor - 11

Postal Service - 11

Department of Agriculture - 11

Michigan Institute for Teaching and Research in Economics - 11

Board of Governors - 10

Columbia University - 10

Person Validation System - 10

Retirement History Survey - 10

North American Industry Classi - 10

Journal of Labor Economics - 10

World Trade Organization - 9

AKM - 9

NBER Summer Institute - 9

Business Services - 9

Department of Commerce - 9

Department of Housing and Urban Development - 9

1940 Census - 9

Retail Trade - 9

Unemployment Insurance - 9

Securities and Exchange Commission - 9

Journal of Econometrics - 9

Journal of Economic Perspectives - 9

TFPQ - 9

Quarterly Workforce Indicators - 9

Review of Economics and Statistics - 9

MIT Press - 9

Patent and Trademark Office - 8

Technical Services - 8

Office of Management and Budget - 8

Indian Health Service - 8

Department of Homeland Security - 8

Cornell Institute for Social and Economic Research - 8

Heckscher-Ohlin - 8

Wholesale Trade - 8

LEHD Program - 8

Medical Expenditure Panel Survey - 8

Person Identification Validation System - 8

Boston Research Data Center - 8

Boston College - 7

General Accounting Office - 7

Supreme Court - 7

Master Address File - 7

Characteristics of Business Owners - 7

Small Business Administration - 7

Housing and Urban Development - 7

Duke University - 7

State Energy Data System - 7

Princeton University Press - 7

Federal Reserve Board of Governors - 7

University of California Los Angeles - 7

Survey of Manufacturing Technology - 7

Electronic Data Interchange - 7

Establishment Micro Properties - 7

Journal of International Economics - 7

Computer Network Use Supplement - 7

Integrated Longitudinal Business Database - 6

Department of Education - 6

National Income and Product Accounts - 6

Initial Public Offering - 6

University of Toronto - 6

Harvard Business School - 6

National Ambient Air Quality Standards - 6

Core Based Statistical Area - 6

Bureau of Labor - 6

Princeton University - 6

Russell Sage Foundation - 6

NUMIDENT - 6

Employer-Household Dynamics - 6

Health and Retirement Study - 6

Supplemental Nutrition Assistance Program - 6

Administrative Records - 6

IQR - 6

Public Administration - 6

National Institute on Aging - 6

Labor Productivity - 6

Cambridge University Press - 6

Fabricated Metal Products - 6

Economic Research Service - 6

Consumer Expenditure Survey - 5

MTO - 5

Survey of Industrial Research and Development - 5

Value Added - 5

CAAA - 5

Washington University - 5

Earned Income Tax Credit - 5

Data Management System - 5

General Education Development - 5

Regression Discontinuity Design - 5

Individual Characteristics File - 5

Center for Research in Security Prices - 5

Employment History File - 5

Manufacturing Energy Consumption Survey - 5

Temporary Assistance for Needy Families - 5

Personally Identifiable Information - 5

Review of Economic Studies - 5

Census Bureau Center for Economic Studies - 5

Sloan Foundation - 5

Journal of Human Resources - 5

North American Free Trade Agreement - 5

Net Present Value - 5

BLS Handbook of Methods - 5

Securities Data Company - 5

University of Minnesota - 5

E32 - 5

Customs and Border Protection - 5

Census of Retail Trade - 5

New York Times - 5

Geographic Information Systems - 5

Social Security Disability Insurance - 5

National Research Council - 5

PAOC - 5

Pollution Abatement Costs and Expenditures - 5

WECD - 5

National Institutes of Health - 4

Detailed Earnings Records - 4

Federal Insurance Contribution Act - 4

Yale University - 4

Business R&D and Innovation Survey - 4

National Center for Science and Engineering Statistics - 4

Agriculture, Forestry - 4

American Immigration Council - 4

Penn State University - 4

Adjusted Gross Income - 4

Michigan Institute for Data Science - 4

Census Numident - 4

Indian Housing Information Center - 4

Individual Taxpayer Identification Numbers - 4

Council of Economic Advisers - 4

IBM - 4

Linear Probability Models - 4

Arts, Entertainment - 4

Energy Information Administration - 4

Federal Trade Commission - 4

Department of Justice - 4

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 4

CATI - 4

Standard Occupational Classification - 4

Business Register Bridge - 4

Integrated Public Use Microdata Series - 4

Disability Insurance - 4

Stanford University - 4

Management and Organizational Practices Survey - 4

Information and Communication Technology Survey - 4

Center for Administrative Records Research - 4

Foreign Direct Investment - 4

University of California - 4

Survey of Business Owners - 4

Financial, Insurance and Real Estate Industries - 4

Labor Turnover Survey - 4

Center for Administrative Records Research and Applications - 4

Local Employment Dynamics - 4

Wal-Mart - 4

International Standard Industrial Classification - 4

Stern School of Business - 4

Service Annual Survey - 4

University of Texas - 4

Federal Reserve Bank of Chicago - 4

Permanent Plant Number - 4

Consolidated Metropolitan Statistical Areas - 4

Auxiliary Establishment Survey - 4

Insurance Information Institute - 4

COMPUSTAT - 4

Social and Economic Supplement - 3

COVID-19 - 3

Business Research and Development and Innovation Survey - 3

Annual Business Survey - 3

Educational Services - 3

Code of Federal Regulations - 3

Federal Register - 3

Professional Services - 3

Medicaid Services - 3

Master Earnings File - 3

Citizenship and Immigration Services - 3

American Housing Survey - 3

MAF-ARF - 3

European Commission - 3

Computer Assisted Personal Interview - 3

Census Industry Code - 3

Census Edited File - 3

Herfindahl-Hirschman - 3

European Union - 3

Occupational Employment Statistics - 3

Accommodation and Food Services - 3

SSA Numident - 3

Carnegie Mellon University - 3

Employer Characteristics File - 3

Georgetown University - 3

Company Organization Survey - 3

JOLTS - 3

Centers for Disease Control and Prevention - 3

Statistics Canada - 3

United States Census Bureau - 3

Public Use Micro Sample - 3

United Nations - 3

IZA - 3

MWTP - 3

Computer Aided Design - 3

Census of Services - 3

Summary Earnings Records - 3

New England County Metropolitan - 3

econometric - 72

labor - 72

production - 71

manufacturing - 65

employ - 63

employed - 53

economist - 52

estimating - 51

industrial - 50

market - 50

workforce - 50

recession - 50

endogeneity - 48

growth - 47

expenditure - 46

macroeconomic - 46

investment - 43

earnings - 42

sale - 39

employee - 39

revenue - 36

demand - 35

export - 34

economically - 33

estimation - 32

produce - 32

company - 32

spillover - 28

entrepreneurship - 27

sector - 27

gdp - 27

innovation - 26

worker - 25

manufacturer - 24

heterogeneity - 24

entrepreneur - 23

housing - 23

neighborhood - 23

exporter - 23

finance - 23

profit - 23

monopolistic - 22

productivity growth - 22

technological - 22

payroll - 22

efficiency - 22

hiring - 21

salary - 21

productive - 21

occupation - 21

enterprise - 20

import - 19

poverty - 19

rent - 19

unemployed - 19

financial - 19

immigrant - 19

competitor - 19

establishment - 19

organizational - 19

acquisition - 19

ethnicity - 18

regression - 18

survey - 17

disadvantaged - 17

technology - 17

segregation - 17

incentive - 17

population - 16

welfare - 16

profitability - 16

metropolitan - 16

discrimination - 16

resident - 16

merger - 16

industry productivity - 16

econometrician - 16

residence - 15

depreciation - 15

job - 15

unobserved - 15

hispanic - 15

residential - 15

earn - 14

aggregate - 14

consumption - 14

factory - 14

leverage - 14

entrepreneurial - 14

regulation - 14

minority - 13

financing - 13

multinational - 13

product - 13

workplace - 13

venture - 13

earner - 12

statistical - 12

estimator - 12

hire - 12

investor - 12

loan - 12

debt - 12

employment growth - 12

emission - 12

trading - 12

socioeconomic - 12

enrollment - 12

schooling - 12

diversification - 12

regress - 12

respondent - 11

patent - 11

productivity dynamics - 11

layoff - 11

tariff - 11

country - 11

labor productivity - 11

ethnic - 11

pollution - 11

city - 11

immigration - 11

bias - 11

impact - 11

retirement - 11

cost - 11

regulatory - 11

exogeneity - 11

corporate - 11

relocation - 10

exporting - 10

productivity estimates - 10

growth productivity - 10

labor markets - 10

lending - 10

bankruptcy - 10

lender - 10

regional - 10

specialization - 10

endogenous - 10

environmental - 10

racial - 10

disparity - 10

segregated - 10

family - 10

productivity measures - 10

geographically - 10

incorporated - 10

estimates productivity - 10

state - 10

plant productivity - 10

educated - 9

price - 9

consumer - 9

intergenerational - 9

factor productivity - 9

prospect - 9

stock - 9

borrower - 9

borrowing - 9

outsourcing - 9

pollutant - 9

wealth - 9

tax - 9

international trade - 9

tenure - 9

regressing - 9

unemployment rates - 9

productivity analysis - 9

productivity plants - 9

opportunity - 8

census bureau - 8

spending - 8

renter - 8

investment productivity - 8

invest - 8

creditor - 8

subsidiary - 8

outsourced - 8

inventory - 8

supplier - 8

mobility - 8

bank - 8

shock - 8

corporation - 8

commodity - 8

pricing - 8

federal - 8

productivity differences - 8

migrant - 8

quarterly - 8

longitudinal - 8

producing - 8

sampling - 7

good - 7

effect wages - 7

exported - 7

productivity shocks - 7

wages productivity - 7

funding - 7

importer - 7

urban - 7

black - 7

neighbor - 7

efficient - 7

census data - 7

wage data - 7

accounting - 7

aggregate productivity - 7

union - 7

compensation - 7

labor statistics - 7

estimates employment - 7

wage changes - 7

employment dynamics - 7

rural - 7

suburb - 7

manufacturing industries - 7

relocating - 7

graduate - 6

average - 6

shipment - 6

regressors - 6

invention - 6

manufacturing productivity - 6

productivity impacts - 6

relocate - 6

investing - 6

patenting - 6

monopolistically - 6

race - 6

wage growth - 6

industry concentration - 6

wage differences - 6

epa - 6

eligible - 6

manager - 6

management - 6

productivity wage - 6

measures productivity - 6

migrate - 6

migration - 6

trend - 6

strategic - 6

home - 6

generation - 6

acquirer - 6

recessionary - 6

analysis productivity - 6

productivity increases - 6

locality - 6

firms productivity - 6

area - 6

discriminatory - 6

dependent - 6

employing - 6

proprietorship - 6

profitable - 6

gain - 5

trade costs - 5

subsidy - 5

rates productivity - 5

bankrupt - 5

region - 5

productivity size - 5

externality - 5

larger firms - 5

industry wages - 5

mexican - 5

census responses - 5

education - 5

credit - 5

commerce - 5

startup - 5

proprietor - 5

researcher - 5

competitiveness - 5

advantage - 5

diversified - 5

wholesale - 5

industry variation - 5

diversify - 5

budget - 5

customer - 5

saving - 5

wage effects - 5

wage industries - 5

eligibility - 5

managerial - 5

risk - 5

regulation productivity - 5

productivity dispersion - 5

industries estimate - 5

sourcing - 5

immigrant entrepreneurs - 5

mortality - 5

takeover - 5

firms size - 5

employer household - 5

parental - 5

fertility - 5

decade - 5

declining - 5

trends labor - 5

firms trade - 5

insurance - 5

technical - 5

parent - 5

adulthood - 5

retailer - 5

district - 5

report - 5

econometrically - 5

aggregation - 5

agricultural - 5

ownership - 5

plant investment - 5

abatement expenditures - 5

pollution abatement - 5

plants industry - 5

longitudinal employer - 5

polluting - 5

expense - 5

wage gap - 4

data - 4

sample - 4

poorer - 4

effects employment - 4

innovate - 4

liquidation - 4

equity - 4

borrow - 4

collateral - 4

exogenous - 4

practices productivity - 4

estimates pollution - 4

importing - 4

imported - 4

latino - 4

citizen - 4

census household - 4

white - 4

school - 4

fund - 4

substitute - 4

prices products - 4

residential segregation - 4

regulated - 4

banking - 4

reside - 4

pension - 4

oligopolistic - 4

foreign - 4

export market - 4

moving - 4

firms grow - 4

disability - 4

employment statistics - 4

census research - 4

census employment - 4

sectoral - 4

employment wages - 4

earnings workers - 4

startup firms - 4

startups employees - 4

maternal - 4

estimates intergenerational - 4

birth - 4

mother - 4

recession employment - 4

contract - 4

custom - 4

tech - 4

retail - 4

trade models - 4

social - 4

quantity - 4

dispersion productivity - 4

rate - 4

income neighborhoods - 4

suburban - 4

restructuring - 4

elasticity - 4

employment measures - 4

assimilation - 4

asian - 4

inference - 4

amenity - 4

agriculture - 4

shift - 4

shareholder - 4

conglomerate - 4

agency - 4

firms export - 4

firms exporting - 4

exporting firms - 4

partnership - 4

utilization - 4

environmental regulation - 4

costs pollution - 4

native - 4

immigrant population - 4

firms plants - 4

plants firms - 4

performance - 4

worker wages - 4

compliance - 4

plants industries - 4

textile - 4

estimates production - 4

associate - 3

institutional - 3

earnings gap - 3

earns - 3

ssa - 3

2010 census - 3

earnings employees - 3

grandparent - 3

innovating - 3

taxpayer - 3

capital productivity - 3

growth employment - 3

economic growth - 3

citizenship - 3

1040 - 3

immigrant workers - 3

refugee - 3

study - 3

globalization - 3

affluent - 3

electricity - 3

energy - 3

energy efficiency - 3

policy - 3

utility - 3

survey households - 3

debtor - 3

imputation - 3

executive - 3

equilibrium - 3

level productivity - 3

firms import - 3

migrating - 3

enrolled - 3

outcome - 3

employment trends - 3

data census - 3

microdata - 3

founder - 3

pollution exposure - 3

pregnancy - 3

wages production - 3

employment recession - 3

younger firms - 3

foreign trade - 3

fiscal - 3

coverage - 3

grocery - 3

supermarket - 3

aging - 3

mandate - 3

concentration - 3

technology adoption - 3

filing - 3

wage variation - 3

percentile - 3

productivity firms - 3

model - 3

geography - 3

decline - 3

parents income - 3

employment count - 3

asset - 3

development - 3

restaurant - 3

suburbanization - 3

census years - 3

regional economic - 3

local economic - 3

impact employment - 3

export growth - 3

exports firms - 3

network - 3

economic census - 3

retailing - 3

taxation - 3

share - 3

environmental expenditures - 3

house - 3

capital - 3

plant - 3

manufacturing plants - 3

agglomeration - 3

innovator - 3

woman - 3

gender - 3

endowment - 3

computer - 3

productivity variation - 3

research census - 3

observed productivity - 3

farm - 3

Viewing papers 121 through 130 of 301


  • Working Paper

    The Impact of Bank Credit on Labor Reallocation and Aggregate Industry Productivity

    January 2016

    Working Paper Number:

    CES-16-26

    Using a difference-in-difference methodology, we find that the state-level deregulation of local U.S. banking markets leads to significant increases in the reallocation of labor within local industries towards small firms with higher marginal products of labor. Using plant-level data, we propose and examine an approach that quantifies the industry productivity gains from labor reallocation and find that these gains are economically important. Our analysis suggests that labor reallocation is a significant channel through which local banking markets affect the aggregate productivity and performance of local industries.
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  • Working Paper

    How Credit Constraints Impact Job Finding Rates, Sorting & Aggregate Output*

    January 2016

    Working Paper Number:

    CES-16-25

    We empirically and theoretically examine how consumer credit access affects dis- placed workers. Empirically, we link administrative employment histories to credit reports. We show that an increase in credit limits worth 10% of prior annual earnings allows individuals to take .15 to 3 weeks longer to find a job. Conditional on finding a job, they earn more and work at more productive firms. We develop a labor sorting model with credit to provide structural estimates of the impact of credit on employ- ment outcomes, which we find are similar to our empirical estimates. We use the model to understand the impact of consumer credit on the macroeconomy. We find that if credit limits tighten during a downturn, employment recovers quicker, but output and productivity remain depressed. This is because when limits tighten, low-asset, low- productivity job losers cannot self-insure. Therefore, they search less thoroughly and take more accessible jobs at less productive firms.
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  • Working Paper

    The Shifting Job Tenure Distribution

    January 2016

    Working Paper Number:

    CES-16-12R

    There has been a shift in the U.S. job tenure distribution toward longer-duration jobs since 2000. This change is apparent both in the tenure supplements to the Current Population Survey and in matched employer-employee data. A substantial portion of this shift can be accounted for by the ageing of the workforce and the decline in the entry rate of new employer businesses. This shift is accounted for more by declines in the hiring rate, which are concentrated in the labor market downturns associated with the 2001 and 2007-2009 recessions, rather than declines in separation rates. The increase in average real earnings since 2007 is less than what would be predicted by the shift toward longer-tenure jobs because of declines in tenure-held-constant real earnings. Regression estimates of the returns to job tenure provide no evidence that the shift in the job tenure distribution is being driven by better matches between workers and employers.
    View Full Paper PDF
  • Working Paper

    Cheap Imports and the Loss of U.S. Manufacturing Jobs

    January 2016

    Working Paper Number:

    CES-16-05

    This paper examines the role of international trade, and specifically imports from low-wage countries, in determining patterns of job loss in U.S. manufacturing industries between 1992 and 2007. Motivated by intuitions from factor-proportions-inspired work on offshoring and heterogeneous firms in trade, we build industry-level measures of import competition. Combining worker data from the Longitudinal Employer-Household Dynamics dataset, detailed establishment information from the Census of Manufactures, and transaction-level trade data, we find that rising import competition from China and other developing economies increases the likelihood of job loss among manufacturing workers with less than a high school degree; it is not significantly related to job losses for workers with at least a college degree.
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  • Working Paper

    Task Trade and the Wage Effects of Import Competition

    January 2016

    Working Paper Number:

    CES-16-03

    Do job characteristics modulate the relationship between import competition and the wages of workers who perform those jobs? This paper tests the claim that workers in occupations featuring highly routine tasks will be more vulnerable to low-wage country import competition. Using data from the US Census Bureau, we construct a pooled cross-section (1990, 2000, and 2007) of more than 1.6 million individuals linked to the establishment in which they work. Occupational measures of vulnerability to trade competition ' routineness, analytic complexity, and interpersonal interaction on the job ' are constructed using O*NET data. The linked employer-employee data allow us to model the effect of low-wage import competition on the wages of workers with different occupational characteristics. Our results show that low-wage country import competition is associated with lower wages for US workers holding jobs that are highly routine and less complex. For workers holding nonroutine and highly complex jobs, increased import competition is associated with higher wages. Finally, workers in occupations with the highest and lowest levels of interpersonal interaction see higher wages, while workers with medium-low levels of interpersonal interaction suffer lower wages with increased low-wage import competition. These findings demonstrate the importance of accounting for occupational characteristics to more fully understand the relationship between trade and wages, and suggest ways in which task trade vulnerable occupations can disadvantage workers even when their jobs remain onshore.
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  • Working Paper

    Creditor Control Rights and Resource Allocation within Firms

    November 2015

    Working Paper Number:

    CES-15-39

    We examine the within-firm resource allocation effects of creditor interventions and their relationship to performance gains at firms violating financial covenants. By linking firm-level data to establishment-level data from the U.S. Census Bureau, we show that covenant violations are followed by large reductions in employment and more frequent establishment sales and closures. These operational cuts are concentrated in violating firms' noncore business lines and unproductive establishments. We conclude that refocusing activities and improving productive efficiency are important mechanisms through which creditors enhance violating firms' performance.
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  • Working Paper

    Selection and Specialization in the Evolution of Marriage Earnings Gaps

    October 2015

    Working Paper Number:

    CES-15-36

    We examine changes in marriage and earnings patterns across four cohorts born between 1936 and 1975, using data from a series of Survey of Income and Program Participation panels linked to administrative data on earnings. We find that for both men and women, marriage has become increasingly positively associated with education and earnings potential. We compare ordinary least squares (OLS) and fixed effect (FE) estimates of the earnings differential associated with marriage. We find that the marriage earnings gap fell for women in fixed-effect estimates implying that the impact of specialization has diminished over time. We also find that increasingly positive selection into marriage means that OLS estimates overstate the reduction in the marriage earnings gap. While our findings imply that marriage is no longer associated with lower earnings among women without minor children in our most recent cohort, the motherhood gap remains large. Among men, we find that the marriage premium actually increases for more recent birth cohorts in fixed-effects regressions.
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  • Working Paper

    Is there an Advantage to Working? The Relationship between Maternal Employment and Intergenerational Mobility

    September 2015

    Working Paper Number:

    CES-15-27

    We investigate the question of whether investing in a child's development by having a parent stay at home when the child is young is correlated with the child's adult outcomes. Specifically, do children with stay-at-home mothers have higher adult earnings than children raised in households with a working mother? The major contribution of our study is that, unlike previous studies, we have access to rich longitudinal data that allows us to measure both the parental earnings when the child is very young and the adult earnings of the child. Our findings are consistent with previous studies that show insignificant differences between children raised by stay-at-home mothers during their early years and children with mothers working in the market. We find no impact of maternal employment during the first 5 years of a child's life on earnings, employment, or mobility measures of either sons or daughters. We do find, however, that maternal employment during children's high school years is correlated with a higher probability of employment as adults for daughters and a higher correlation between parent and daughter earnings ranks.
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  • Working Paper

    Locate Your Nearest Exit: Mass Layoffs and Local Labor Market Response

    September 2015

    Working Paper Number:

    CES-15-25

    Large shocks to local labor markets cause lasting changes to communities and their residents. We examine four main channels through which the local labor force adjusts following mass layoffs: in- and out-migration, retirement, and disability insurance enrollment. We show that these channels account for over half of the labor force reductions following a mass layoff event. By measuring the residual difference between these channels and labor force change, we also show that labor force non-participation grew in the period during and after the Great Recession. This result highlights the growing importance of non-participation as a response to labor demand shocks.
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  • Working Paper

    Job Creation, Small vs. Large vs. Young, and the SBA

    September 2015

    Working Paper Number:

    CES-15-24

    Analyzing a list of all Small Business Administration (SBA) loans in 1991 to 2009 linked with annual information on all U.S. employers from 1976 to 2012, we apply detailed matching and regression methods to estimate the variation in SBA loan effects on job creation and firm survival across firm age and size groups. The estimated number of jobs created per million dollars of loans within the small business sector generally increases with size and decreases in age. The results suggest that the growth of small, mature firms is least financially constrained, and that faster growing firms experience the greatest financial constraints to growth. The estimated association between survival and loan amount is larger for younger and smaller firms facing the 'valley of death.'
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