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Papers Containing Tag(s): 'Center for Economic Studies'

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Standard Industrial Classification - 133

Bureau of Labor Statistics - 129

North American Industry Classification System - 129

Longitudinal Research Database - 122

Longitudinal Business Database - 121

Annual Survey of Manufactures - 121

National Science Foundation - 108

Internal Revenue Service - 106

Bureau of Economic Analysis - 104

Ordinary Least Squares - 94

Census of Manufactures - 86

Total Factor Productivity - 86

National Bureau of Economic Research - 78

Economic Census - 70

Employer Identification Numbers - 64

Current Population Survey - 60

Metropolitan Statistical Area - 58

Business Register - 58

Standard Statistical Establishment List - 58

Census Bureau Disclosure Review Board - 56

Longitudinal Employer Household Dynamics - 56

Cobb-Douglas - 55

Federal Statistical Research Data Center - 52

Research Data Center - 51

Social Security Administration - 48

American Community Survey - 48

Chicago Census Research Data Center - 46

Federal Reserve Bank - 45

County Business Patterns - 44

Decennial Census - 43

Census Bureau Business Register - 41

Special Sworn Status - 39

Service Annual Survey - 37

Disclosure Review Board - 36

Business Dynamics Statistics - 34

Census Bureau Longitudinal Business Database - 34

Census of Manufacturing Firms - 33

Characteristics of Business Owners - 33

University of Chicago - 32

Survey of Income and Program Participation - 29

Small Business Administration - 29

Organization for Economic Cooperation and Development - 28

Quarterly Census of Employment and Wages - 28

Environmental Protection Agency - 27

Longitudinal Firm Trade Transactions Database - 26

Department of Commerce - 26

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Social Security - 25

Generalized Method of Moments - 25

University of Maryland - 25

Protected Identification Key - 24

Office of Management and Budget - 24

Permanent Plant Number - 24

Federal Reserve System - 23

Alfred P Sloan Foundation - 23

American Economic Review - 23

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Unemployment Insurance - 21

Pollution Abatement Costs and Expenditures - 21

Harmonized System - 20

Cornell University - 20

Postal Service - 20

Journal of Economic Literature - 20

2010 Census - 19

Company Organization Survey - 18

Department of Homeland Security - 17

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Kauffman Foundation - 17

Review of Economics and Statistics - 17

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Wholesale Trade - 16

Medical Expenditure Panel Survey - 16

World Bank - 16

Core Based Statistical Area - 15

American Economic Association - 15

Master Address File - 14

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University of Michigan - 14

Statistics Canada - 14

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MIT Press - 13

Survey of Manufacturing Technology - 13

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American Statistical Association - 13

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Department of Economics - 12

Energy Information Administration - 12

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Quarterly Journal of Economics - 12

Journal of Political Economy - 12

Boston Research Data Center - 12

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Business Employment Dynamics - 11

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Manufacturing Energy Consumption Survey - 11

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Michigan Institute for Teaching and Research in Economics - 11

National Income and Product Accounts - 11

National Center for Health Statistics - 11

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Local Employment Dynamics - 11

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Agency for Healthcare Research and Quality - 11

International Trade Research Report - 11

National Longitudinal Survey of Youth - 11

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National Establishment Time Series - 10

Harvard University - 10

Cornell Institute for Social and Economic Research - 10

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Employment History File - 10

Employer Characteristics File - 10

American Housing Survey - 10

Cambridge University Press - 10

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Fabricated Metal Products - 10

Establishment Micro Properties - 10

PAOC - 10

Technical Services - 9

Accommodation and Food Services - 9

Survey of Business Owners - 9

Boston College - 9

Current Employment Statistics - 9

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1940 Census - 9

European Union - 9

Public Use Micro Sample - 9

Business Master File - 9

Center for Research in Security Prices - 9

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New York University - 8

Duke University - 8

Patent and Trademark Office - 8

IQR - 8

Composite Person Record - 8

United States Census Bureau - 8

Probability Density Function - 8

International Standard Industrial Classification - 8

North American Industry Classi - 8

Review of Economic Studies - 8

Sloan Foundation - 8

Geographic Information Systems - 8

Journal of Labor Economics - 8

Urban Institute - 8

LEHD Program - 8

New York Times - 8

Federal Trade Commission - 8

National Research Council - 8

Consolidated Metropolitan Statistical Areas - 8

Schools Under Registration Review - 8

VAR - 7

Business Research and Development and Innovation Survey - 7

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Princeton University - 7

Regional Economic Information System - 7

Census of Services - 7

Michigan Institute for Data Science - 7

Employer-Household Dynamics - 7

Office of Personnel Management - 7

United Nations - 7

TFPR - 7

Public Administration - 7

Council of Economic Advisers - 7

Russell Sage Foundation - 7

Herfindahl Hirschman Index - 7

National Employer Survey - 7

Journal of Economic Perspectives - 7

Securities Data Company - 7

Integrated Longitudinal Business Database - 7

Business Register Bridge - 7

Commodity Flow Survey - 7

BLS Handbook of Methods - 7

North American Free Trade Agreement - 7

Sample Edited Detail File - 7

COMPUSTAT - 7

Yale University - 7

Housing and Urban Development - 6

Department of Housing and Urban Development - 6

Person Validation System - 6

Federal Register - 6

Paycheck Protection Program - 6

Arts, Entertainment - 6

Department of Energy - 6

Data Management System - 6

Economic Research Service - 6

W-2 - 6

University of Toronto - 6

State Energy Data System - 6

Standard Occupational Classification - 6

Department of Health and Human Services - 6

Wal-Mart - 6

CDF - 6

Labor Productivity - 6

Management and Organizational Practices Survey - 6

Initial Public Offering - 6

Kauffman Firm Survey - 6

National Institutes of Health - 6

University of California Los Angeles - 6

Census Bureau Business Dynamics Statistics - 6

National Ambient Air Quality Standards - 6

Computer Aided Design - 6

Medicaid Services - 5

MAFID - 5

Census Numident - 5

Health Care and Social Assistance - 5

Ewing Marion Kauffman Foundation - 5

National Center for Science and Engineering Statistics - 5

IBM - 5

Insurance Information Institute - 5

Net Present Value - 5

Earned Income Tax Credit - 5

Harvard Business School - 5

Washington University - 5

NBER Summer Institute - 5

Indian Health Service - 5

Bureau of Labor - 5

National Academy of Sciences - 5

Retirement History Survey - 5

Georgetown University - 5

Limited Liability Company - 5

National Institute on Aging - 5

National Opinion Research Center - 5

Occupational Employment Statistics - 5

Herfindahl-Hirschman - 5

Journal of Econometrics - 5

Business R&D and Innovation Survey - 5

Auxiliary Establishment Survey - 5

Stanford University - 5

Census 2000 - 5

Census Industry Code - 5

Toxics Release Inventory - 5

Electronic Data Interchange - 5

IZA - 4

Agriculture, Forestry - 4

Annual Survey of Entrepreneurs - 4

Annual Business Survey - 4

General Accounting Office - 4

Federal Insurance Contribution Act - 4

Individual Taxpayer Identification Numbers - 4

SSA Numident - 4

Penn State University - 4

Personally Identifiable Information - 4

Integrated Public Use Microdata Series - 4

Department of Education - 4

Supreme Court - 4

Business Formation Statistics - 4

Princeton University Press - 4

Department of Defense - 4

Department of Justice - 4

Detailed Earnings Records - 4

Journal of Human Resources - 4

Computer Network Use Supplement - 4

International Trade Commission - 4

Centers for Medicare - 3

AKM - 3

E32 - 3

Temporary Assistance for Needy Families - 3

Census Bureau Master Address File - 3

Federal Reserve Bank of Chicago - 3

University of Minnesota - 3

CAAA - 3

Person Identification Validation System - 3

Summary Earnings Records - 3

Social and Economic Supplement - 3

Educational Services - 3

John Haltiwanger - 26

Ron Jarmin - 19

Lucia Foster - 15

Robert H Mcguckin - 14

Javier Miranda - 13

Sang V Nguyen - 13

Peter Schott - 12

Andrew Bernard - 12

Stephen Redding - 11

Cheryl Grim - 11

Lars Vilhuber - 11

Randy Becker - 11

J. Bradford Jensen - 10

Alicia Robb - 10

Alice Zawacki - 9

Henry Hyatt - 9

Ronald J Shadbegian - 9

Timothy Bates - 9

Martha Stinson - 8

John M. Abowd - 8

Wayne B Gray - 8

Zoltan Wolf - 7

Teresa C. Fort - 7

Kevin L. McKinney - 7

C.J. Krizan - 7

Emin Dinlersoz - 7

Catherine Armington - 7

Steven J. Davis - 6

T. Kirk White - 6

Zoltan J Acs - 6

Kenneth R Troske - 6

J. David Brown - 5

Peter J. Klenow - 5

Nathan Goldschlag - 5

Fariha Kamal - 5

Scott Ohlmacher - 5

Kristin McCue - 5

Shawn Klimek - 5

Mark J. Kutzbach - 5

Gordon M Phillips - 5

Robert Fairlie - 5

Mary L Streitwieser - 5

Judith Hellerstein - 5

David Neumark - 5

Melissa Chow - 4

Emek Basker - 4

Ariel J. Binder - 4

Ryan Monarch - 4

Christopher Goetz - 4

Erika McEntarfer - 4

Lawrence Warren - 4

Thomas Chemmanur - 4

Kristin Sandusky - 4

Timothy Dunne - 4

Thomas Kemeny - 4

Abigail Cooke - 4

Michael Ollinger - 4

Daniel Weinberg - 4

Julia I. Lane - 4

Alfred R Nucci - 4

Jonathan Eggleston - 3

Gale Boyd - 3

G. Jacob Blackwood - 3

Andrew Foote - 3

Jay Stewart - 3

Matthew D. Shapiro - 3

Jose Asturias - 3

Matthew R. Graham - 3

Wei Ouyang - 3

James Tybout - 3

Chang-Tai Hsieh - 3

Moises Yi - 3

Catherine Buffington - 3

Hubert P. Janicki - 3

David L. Rigby - 3

James R. Spletzer - 3

Antoine Gervais - 3

Allan Collard-Wexler - 3

Vojislav Maksimovic - 3

B.K. Atrostic - 3

Julie Silva - 3

Daniel Wilson - 3

Adela Luque - 3

Michael Gort - 3

William J Carrington - 3

Douglas W Dwyer - 3

Suzanne Peck - 3

James D Adams - 3

production - 128

manufacturing - 118

econometric - 97

industrial - 93

market - 83

growth - 81

labor - 78

sector - 74

employ - 73

economist - 73

expenditure - 70

macroeconomic - 67

employed - 67

sale - 66

workforce - 64

enterprise - 63

recession - 61

estimating - 59

produce - 59

gdp - 54

survey - 52

payroll - 49

company - 49

export - 49

demand - 48

employee - 47

investment - 46

establishment - 45

revenue - 41

earnings - 41

innovation - 38

manufacturer - 38

aggregate - 37

agency - 36

efficiency - 36

quarterly - 35

entrepreneurship - 35

data - 35

endogeneity - 34

estimation - 32

cost - 32

statistical - 32

acquisition - 31

entrepreneur - 31

economically - 31

profit - 31

worker - 31

technological - 30

respondent - 29

report - 29

productivity growth - 28

exporter - 28

metropolitan - 27

microdata - 27

import - 27

proprietorship - 26

factory - 26

monopolistic - 26

consumption - 26

productive - 26

merger - 26

job - 25

regression - 25

employment growth - 24

organizational - 24

entrepreneurial - 24

population - 23

emission - 23

heterogeneity - 23

industry productivity - 23

venture - 23

data census - 22

census data - 22

multinational - 22

occupation - 22

pollution - 22

finance - 21

corporation - 21

technology - 21

profitability - 21

regulation - 21

regulatory - 21

environmental - 21

datasets - 20

spillover - 20

regional - 20

epa - 20

state - 20

economic census - 20

depreciation - 20

workplace - 20

incorporated - 19

financial - 19

product - 19

price - 19

econometrician - 19

wholesale - 19

salary - 18

immigrant - 18

analysis - 18

record - 18

ethnic - 18

hispanic - 18

longitudinal - 17

impact - 17

tariff - 17

commodity - 17

census bureau - 17

exporting - 17

aggregation - 17

ethnicity - 17

city - 16

hiring - 16

employment data - 16

specialization - 16

inventory - 16

immigration - 16

minority - 16

geographically - 16

polluting - 16

capital - 16

agriculture - 15

area - 15

neighborhood - 15

labor productivity - 15

productivity measures - 15

coverage - 15

employment statistics - 15

housing - 15

plant productivity - 15

statistician - 15

ownership - 15

country - 14

region - 14

employment dynamics - 14

trend - 14

patent - 14

estimates employment - 14

pricing - 14

competitor - 14

resident - 14

importer - 14

segregation - 14

residential - 14

trading - 14

accounting - 14

pollutant - 14

disclosure - 13

endogenous - 13

competitiveness - 13

productivity dynamics - 13

labor statistics - 13

productivity dispersion - 13

residence - 13

takeover - 13

acquirer - 13

study - 13

urban - 12

disparity - 12

monopolistically - 12

corporate - 12

employing - 12

supplier - 12

census employment - 12

custom - 12

database - 12

estimates productivity - 12

expense - 12

racial - 12

diversification - 12

environmental regulation - 12

exogeneity - 11

financing - 11

longitudinal employer - 11

factor productivity - 11

subsidiary - 11

employment estimates - 11

federal - 11

growth productivity - 11

research - 11

innovator - 11

rural - 11

good - 11

aggregate productivity - 11

retail - 11

migrant - 11

insurance - 11

quantity - 11

work census - 11

measures productivity - 11

foreign - 11

international trade - 11

shipment - 11

firms export - 11

proprietor - 11

owner - 11

subsidy - 10

census survey - 10

layoff - 10

sectoral - 10

producing - 10

incentive - 10

estimator - 10

healthcare - 10

discrimination - 10

earn - 10

imported - 10

employee data - 10

plants industry - 10

wages productivity - 10

exported - 10

agricultural - 10

business data - 10

stock - 10

productivity plants - 10

disadvantaged - 10

black - 10

pollution abatement - 10

investing - 10

shareholder - 10

plant - 10

efficient - 10

profitable - 10

poverty - 9

hire - 9

warehousing - 9

development - 9

invention - 9

patenting - 9

imputation - 9

fuel - 9

estimates production - 9

rent - 9

substitute - 9

average - 9

commerce - 9

industry growth - 9

unemployed - 9

analyst - 9

department - 9

refinery - 9

importing - 9

tax - 9

buyer - 9

managerial - 9

analysis productivity - 9

empirical - 9

firms census - 9

innovate - 9

white - 9

medicaid - 8

urbanization - 8

geography - 8

geographic - 8

irs - 8

relocation - 8

productivity estimates - 8

externality - 8

advantage - 8

research census - 8

citizen - 8

use census - 8

unemployment rates - 8

productivity increases - 8

firms grow - 8

reallocation productivity - 8

retailer - 8

migration - 8

consumer - 8

native - 8

turnover - 8

classified - 8

regulation productivity - 8

textile - 8

manager - 8

management - 8

information census - 8

census research - 8

spending - 8

researcher - 8

strategic - 8

employment wages - 8

race - 8

segregated - 8

heterogeneous - 8

regional economic - 8

statistical agencies - 8

abatement expenditures - 8

costs pollution - 8

environmental expenditures - 8

polluting industries - 8

invest - 8

owned businesses - 8

assessed - 7

town - 7

wage growth - 7

prospect - 7

productivity shocks - 7

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regress - 7

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relocate - 7

insured - 7

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enrollment - 7

socioeconomic - 7

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industrial classification - 7

classification - 7

productivity differences - 7

globalization - 7

trade models - 7

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firm growth - 7

dispersion productivity - 7

productivity firms - 7

confidentiality - 7

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midwest - 7

manufacturing industries - 7

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employment flows - 7

regulated - 7

conglomerate - 7

job growth - 7

econometrically - 7

business owners - 7

wage regressions - 6

industry heterogeneity - 6

shock - 6

security - 6

location - 6

productivity size - 6

welfare - 6

electricity - 6

energy - 6

larger firms - 6

economic growth - 6

immigrant workers - 6

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prices products - 6

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medicare - 6

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industries estimate - 6

employment count - 6

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classifying - 6

employment measures - 6

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industry variation - 6

retailing - 6

industry concentration - 6

reporting - 6

establishments data - 6

businesses census - 6

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exporting firms - 6

firms size - 6

surveys censuses - 6

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information - 6

wage variation - 6

equilibrium - 6

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characteristics businesses - 6

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firms productivity - 5

linked census - 5

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matching - 5

workforce indicators - 5

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filing - 5

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censuses surveys - 5

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2010 census - 4

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wage effects - 4

census business - 4

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worker wages - 4

pollution regulation - 4

productivity impacts - 4

ssa - 3

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industry wages - 3

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employment earnings - 3

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energy efficiency - 3

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downturn - 3

corp - 3

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taxation - 3

trader - 3

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identifier - 3

firms import - 3

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effects employment - 3

health - 3

public - 3

transition - 3

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innovation productivity - 3

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commute - 3

fluctuation - 3

volatility - 3

franchise establishments - 3

assimilation - 3

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local economic - 3

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demography - 3

intergenerational - 3

schooling - 3

export growth - 3

exports firms - 3

patents firms - 3

utility - 3

regional industry - 3

publicly - 3

measure - 3

measures employment - 3

adoption - 3

unemployment insurance - 3

small businesses - 3

employment changes - 3

retirement - 3

productivity analysis - 3

computer - 3

franchised businesses - 3

plant investment - 3

Viewing papers 1 through 10 of 426


  • Working Paper

    The Design of Sampling Strata for the National Household Food Acquisition and Purchase Survey

    February 2025

    Working Paper Number:

    CES-25-13

    The National Household Food Acquisition and Purchase Survey (FoodAPS), sponsored by the United States Department of Agriculture's (USDA) Economic Research Service (ERS) and Food and Nutrition Service (FNS), examines the food purchasing behavior of various subgroups of the U.S. population. These subgroups include participants in the Supplemental Nutrition Assistance Program (SNAP) and the Special Supplemental Nutrition Program for Women, Infants, and Children (WIC), as well as households who are eligible for but don't participate in these programs. Participants in these social protection programs constitute small proportions of the U.S. population; obtaining an adequate number of such participants in a survey would be challenging absent stratified sampling to target SNAP and WIC participating households. This document describes how the U.S. Census Bureau (which is planning to conduct future versions of the FoodAPS survey on behalf of USDA) created sampling strata to flag the FoodAPS targeted subpopulations using machine learning applications in linked survey and administrative data. We describe the data, modeling techniques, and how well the sampling flags target low-income households and households receiving WIC and SNAP benefits. We additionally situate these efforts in the nascent literature on the use of big data and machine learning for the improvement of survey efficiency.
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  • Working Paper

    Applying Current Core Based Statistical Area Standards to Historical Census Data, 1940-2020

    January 2025

    Authors: Todd Gardner

    Working Paper Number:

    CES-25-10

    In the middle of the twentieth century, the Bureau of the Budget, in conjunction with the Census Bureau and other federal statistical agencies, introduced a widely used unit of statistical geography, the county-based Standard Metropolitan Area. Metropolitan definitions since then have been generally regarded as comparable, but methodological changes have resulted in comparability issues, particularly among the largest and most complex metro areas. With the 2000 census came an effort to simplify the rules for defining metro areas. This study attempts to gather all available historical geographic and commuting data to apply the current rules for defining metro areas to create comparable statistical geography covering the period from 1940 to 2020. The changes that accompanied the 2000 census also brought a new category, "Micropolitan Statistical Areas," which established a metro hierarchy. This research expands on this approach, using a more elaborate hierarchy based on the size of urban cores. The areas as delineated in this paper provide a consistent set of statistical geography that can be used in a wide variety of applications.
    View Full Paper PDF
  • Working Paper

    Workers' Job Prospects and Young Firm Dynamics

    January 2025

    Authors: Seula Kim

    Working Paper Number:

    CES-25-09

    This paper investigates how worker beliefs and job prospects impact the wages and growth of young firms, as well as the aggregate economy. Building a heterogeneous-firm directed search model where workers gradually learn about firm types, I find that learning generates endogenous wage differentials for young firms. High-performing young firms must pay higher wages than equally high-performing old firms, while low-performing young firms offer lower wages than equally low-performing old firms. Reduced uncertainty or labor market frictions lower the wage differentials, thereby enhancing young firm dynamics and aggregate productivity. The results are consistent with U.S. administrative employee-employer matched data.
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  • Working Paper

    Business Dynamics Statistics of Coastal Counties: A Description of Differences in Coastal Areas Over Time

    January 2025

    Working Paper Number:

    CES-25-08R

    The Business Dynamics Statistics of Coastal Counties (BDS-CC) is a new experimental data product extending the set of statistics published by the Business Dynamics Statistics (BDS) program to provide more detail on businesses operating in coastal regions of the United States. The BDS-CC provides annual measures of employment, the number of establishments and firms, job creation, job destruction, openings, and closings for businesses in Coastal Shoreline (CS), Coastal Non-Shoreline (CNS), and Non-Coastal (NC) counties. Counties are grouped into these categories based on definitions from the National Oceanic and Atmospheric Administration (NOAA). This product allows for comparisons across industries and coastal regions of the impact of natural disasters and other events that affect coastal areas. The BDS-CC series provides annual statistics for 1978 to 2022 for each of the coastal categories by firm size and firm age, initial firm size, establishment size and establishment age, initial establishment size, sector, 3-digit NAICS code, 4-digit NAICS code, urban/rural categories, and various coastal regions. Following a description of the data and methodology, we highlight some historical trends and analyses conducted using these data.
    View Full Paper PDF
  • Working Paper

    The Effect of Oil News Shocks on Job Creation and Destruction

    January 2025

    Working Paper Number:

    CES-25-06

    Using data from the Annual Survey of Manufactures (ASM) and the Census of Manufacturing (CMF), we construct quarterly measures of job creation and destruction by 3-digit NAICS industries spanning from 1980Q3-2016Q4. These long series allow us to address three questions regarding the effect of oil news shocks. What is the average effect of oil news shocks on sectoral labor reallocation? What characteristics explain the observed heterogeneity in the average responses across industries? Has the response of US manufacturing changed over time? We find evidence that oil news shocks exert only a moderate effect on total manufacturing net employment growth but lead to a significant increase in job reallocation. However, we find a high degree of heterogeneity in responses across industries. We then show that the cross-industry variation in the sensitivity of net employment growth and excess job reallocation to oil news shocks is related to differences in energy costs, the rate of energy to capital expenditures, and the share of mature firms in the industry. Finally, we illustrate how the dynamic response of sectoral job creation and destruction to oil news shocks has declined since the mid-2000s.
    View Full Paper PDF
  • Working Paper

    Measuring the Business Dynamics of Firms that Received Pandemic Relief Funding: Findings from a New Experimental BDS Data Product

    January 2025

    Working Paper Number:

    CES-25-05

    This paper describes a new experimental data product from the U.S. Census Bureau's Center for Economic Studies: the Business Dynamics Statistics (BDS) of firms that received Small Business Administration (SBA) pandemic funding. This new product, BDS-SBA COVID, expands the set of currently published BDS tables by linking loan-level program participation data from SBA to internal business microdata at the U.S. Census Bureau. The linked programs include the Paycheck Protection Program (PPP), COVID Economic Injury Disaster Loans (COVID-EIDL), the Restaurant Revitalization Fund (RRF), and Shuttered Venue Operators Grants (SVOG). Using these linked data, we tabulate annual firm and establishment counts, measures of job creation and destruction, and establishment entry and exit for recipients and non-recipients of program funds in 2020-2021. We further stratify the tables by timing of loan receipt and loan size, and business characteristics including geography, industry sector, firm size, and firm age. We find that for the youngest firms that received PPP, the timing of receipt mattered. Receiving an early loan correlated with a lower job destruction rate compared to non-recipients and businesses that received a later loan. For the smallest firms, simply participating in PPP was associated with lower employment loss. The timing of PPP receipt was also related to establishment exit rates. For businesses of nearly all ages, those that received an early loan exited at a lower rate in 2022 than later loan recipients.
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  • Working Paper

    Financing, Ownership, and Performance: A Novel, Longitudinal Firm-Level Database

    December 2024

    Working Paper Number:

    CES-24-73

    The Census Bureau's Longitudinal Business Database (LBD) underpins many studies of firm-level behavior. It tracks longitudinally all employers in the nonfarm private sector but lacks information about business financing and owner characteristics. We address this shortcoming by linking LBD observations to firm-level data drawn from several large Census Bureau surveys. The resulting Longitudinal Employer, Owner, and Financing (LEOF) database contains more than 3 million observations at the firm-year level with information about start-up financing, current financing, owner demographics, ownership structure, profitability, and owner aspirations ' all linked to annual firm-level employment data since the firm hired its first employee. Using the LEOF database, we document trends in owner demographics and financing patterns and investigate how these business characteristics relate to firm-level employment outcomes.
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  • Working Paper

    Industry Shakeouts after an Innovation Breakthrough

    November 2024

    Authors: Xiaoyang Li

    Working Paper Number:

    CES-24-70

    Conventional wisdom suggests that after a technological breakthrough, the number of active firms first surges, and then sharply declines, in what is known as a 'shakeout'. This paper challenges that notion with new empirical evidence from across the U.S. economy, revealing that shakeouts are the exception, not the rule. I develop a statistical strategy to detect breakthroughs by isolating sustained anomalies in net firm entry rates, offering a robust alternative to narrative-driven approaches that can be applied to all industries. The results of this strategy, which reliably align with well-documented breakthroughs and remain consistent across various validation tests, uncover a novel trend: the number of entry-driven breakthroughs has been declining over time. The variability and frequent absence of shakeouts across breakthrough industries are consistent with breakthroughs primarily occurring in industries with low returns to scale and with modest learning curves, shifting the narrative on the nature of innovation over the past forty years in the U.S.
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  • Working Paper

    The Role of R&D Factors in Economic Growth

    November 2024

    Authors: Lorenz Ekerdt

    Working Paper Number:

    CES-24-69

    This paper studies factor usage in the R&D sector. I show that the usage of non-labor inputs in R&D is significant, and that their usage has grown much more rapidly than the R&D workforce. Using a standard growth decomposition applied to the aggregate idea production function, I estimate that at least 77% of idea growth since the early 1960s can be attributed to the growth of non-labor inputs in R&D. I demonstrate that a similar pattern would hold on the balanced growth path of a standard semi-endogenous growth model, and thus that the decomposition is not simply a by-product of rising research intensity. I then show that combining long-running differences in factor growth rates with non-unitary elasticities of substitution in idea production leads to a slowdown in idea growth whenever labor and capital are complementary. I conclude by estimating this elasticity of substitution and demonstrate that the results favor complimentarities.
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  • Working Paper

    Tip of the Iceberg: Tip Reporting at U.S. Restaurants, 2005-2018

    November 2024

    Working Paper Number:

    CES-24-68

    Tipping is a significant form of compensation for many restaurant jobs, but it is poorly measured and therefore not well understood. We combine several large administrative and survey datasets and document patterns in tip reporting that are consistent with systematic under-reporting of tip income. Our analysis indicates that although the vast majority of tipped workers do report earning some tips, the dollar value of tips is under-reported and is sensitive to reporting incentives. In total, we estimate that about eight billion in tips paid at full-service, single-location, restaurants were not captured in tax data annually over the period 2005-2018. Due to changes in payment methods and reporting incentives, tip reporting has increased over time. Our findings have implications for downstream measures dependent on accurate measures of compensation including poverty measurement among tipped restaurant workers.
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