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Papers Containing Tag(s): 'Census Bureau Disclosure Review Board'

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American Community Survey - 138

Federal Statistical Research Data Center - 134

Disclosure Review Board - 129

North American Industry Classification System - 125

Internal Revenue Service - 118

Longitudinal Business Database - 117

Protected Identification Key - 90

Longitudinal Employer Household Dynamics - 81

Social Security Administration - 78

Current Population Survey - 78

Center for Economic Studies - 71

Bureau of Labor Statistics - 68

National Science Foundation - 65

Social Security Number - 63

Employer Identification Numbers - 60

Decennial Census - 60

Ordinary Least Squares - 60

Social Security - 53

National Bureau of Economic Research - 48

Business Register - 44

W-2 - 43

Person Validation System - 42

Federal Reserve Bank - 38

Economic Census - 37

Business Dynamics Statistics - 34

2010 Census - 34

Census Bureau Business Register - 33

Bureau of Economic Analysis - 33

Annual Survey of Manufactures - 29

Total Factor Productivity - 28

Census Numident - 28

Survey of Income and Program Participation - 27

Standard Industrial Classification - 26

Department of Housing and Urban Development - 26

Federal Reserve System - 25

Alfred P Sloan Foundation - 25

Person Identification Validation System - 25

Census of Manufacturing Firms - 24

Adjusted Gross Income - 24

Master Address File - 24

Census of Manufactures - 24

Office of Management and Budget - 23

COVID-19 - 23

County Business Patterns - 22

Personally Identifiable Information - 22

Department of Homeland Security - 21

Metropolitan Statistical Area - 21

Housing and Urban Development - 21

Longitudinal Firm Trade Transactions Database - 20

Department of Economics - 20

Annual Business Survey - 20

Patent and Trademark Office - 18

Herfindahl Hirschman Index - 18

Unemployment Insurance - 18

Quarterly Census of Employment and Wages - 18

Survey of Business Owners - 18

Accommodation and Food Services - 18

Special Sworn Status - 18

Quarterly Workforce Indicators - 18

Research Data Center - 18

Cobb-Douglas - 17

Technical Services - 16

National Center for Health Statistics - 16

Supplemental Nutrition Assistance Program - 16

National Center for Science and Engineering Statistics - 16

Earned Income Tax Credit - 16

Chicago Census Research Data Center - 16

Data Management System - 16

Organization for Economic Cooperation and Development - 15

Individual Characteristics File - 15

Cornell University - 15

University of Maryland - 15

PSID - 15

Individual Taxpayer Identification Numbers - 15

Census Bureau Longitudinal Business Database - 14

Department of Labor - 14

1940 Census - 14

International Trade Research Report - 14

Census Household Composition Key - 14

Board of Governors - 13

National Institutes of Health - 13

Service Annual Survey - 13

National Institute on Aging - 13

Indian Health Service - 13

Environmental Protection Agency - 12

University of Chicago - 12

Department of Education - 12

Retail Trade - 12

Integrated Public Use Microdata Series - 12

General Accounting Office - 12

ASEC - 12

Small Business Administration - 12

American Economic Association - 12

SSA Numident - 11

Arts, Entertainment - 11

Census Edited File - 11

Some Other Race - 11

Detailed Earnings Records - 11

Postal Service - 11

World Trade Organization - 10

Supreme Court - 10

Wholesale Trade - 10

Securities and Exchange Commission - 10

Annual Survey of Entrepreneurs - 10

Citizenship and Immigration Services - 10

University of Michigan - 10

Harmonized System - 10

National Longitudinal Survey of Youth - 10

AKM - 10

Generalized Method of Moments - 10

Disability Insurance - 10

Temporary Assistance for Needy Families - 10

New York University - 10

Cornell Institute for Social and Economic Research - 10

Department of Agriculture - 9

European Union - 9

Energy Information Administration - 9

IQR - 9

Stanford University - 9

Health and Retirement Study - 9

National Employer Survey - 9

United States Census Bureau - 9

MAFID - 9

American Housing Survey - 9

NBER Summer Institute - 9

Census Bureau Person Identification Validation System - 9

MAF-ARF - 9

Core Based Statistical Area - 9

UC Berkeley - 8

Census Bureau Master Address File - 8

Integrated Longitudinal Business Database - 8

Educational Services - 8

Social and Economic Supplement - 8

COVID - 8

Russell Sage Foundation - 8

Customs and Border Protection - 8

Characteristics of Business Owners - 8

Health Care and Social Assistance - 8

Sloan Foundation - 8

Standard Statistical Establishment List - 8

Master Beneficiary Record - 8

Computer Assisted Personal Interview - 8

Social Science Research Institute - 8

Indian Housing Information Center - 8

Pew Research Center - 8

Business Formation Statistics - 8

Herfindahl-Hirschman - 7

National Income and Product Accounts - 7

Department of Energy - 7

Employer Characteristics File - 7

Oil and Gas Extraction - 7

Initial Public Offering - 7

Survey of Consumer Finances - 7

Company Organization Survey - 7

Standard Occupational Classification - 7

Occupational Employment Statistics - 7

Nonemployer Statistics - 7

NUMIDENT - 7

Federal Register - 7

Business R&D and Innovation Survey - 7

Business Research and Development and Innovation Survey - 7

Professional Services - 7

Medicaid Services - 7

Workforce Information Council Administrative Wage Record Enhancement Study Group - 7

Paycheck Protection Program - 7

Employment History File - 7

Population Estimates Program - 7

Selective Service System - 7

Statistics Canada - 7

Department of Justice - 7

Survey of Industrial Research and Development - 6

National Academy of Sciences - 6

Public Administration - 6

Michigan Institute for Teaching and Research in Economics - 6

Research and Development - 6

Legal Form of Organization - 6

Yale University - 6

CPS ASEC - 6

Department of State - 6

IBM - 6

Consumer Expenditure Survey - 6

Financial, Insurance and Real Estate Industries - 6

Urban Institute - 6

Centers for Medicare - 6

Centers for Disease Control and Prevention - 6

Current Population Survey Annual Social and Economic Supplement - 6

Duke University - 6

Journal of Economic Literature - 6

Council of Economic Advisers - 6

Retirement History Survey - 6

Information and Communication Technology Survey - 6

National Opinion Research Center - 5

Department of Defense - 5

Census of Retail Trade - 5

Ohio State University - 5

Geographic Information Systems - 5

Census Bureau Business Dynamics Statistics - 5

MTO - 5

Opportunity Atlas - 5

Management and Organizational Practices Survey - 5

National Establishment Time Series - 5

Agriculture, Forestry - 5

Federal Poverty Level - 5

Census Bureau Center for Economic Studies - 5

Center for Administrative Records Research - 5

Economic Research Service - 5

Federal Insurance Contribution Act - 5

Form W-2 - 5

Harvard University - 5

Boston College - 5

Administrative Records - 5

National Ambient Air Quality Standards - 5

PIKed - 5

Federal Reserve Board of Governors - 5

Michigan Institute for Data Science - 5

George Mason University - 5

Public Use Micro Sample - 5

LEHD Program - 5

North American Industry Classi - 5

Center for Research in Security Prices - 4

National Research Council - 4

Cumulative Density Function - 4

Code of Federal Regulations - 4

Office of Personnel Management - 4

Department of Health and Human Services - 4

Minnesota Population Center - 4

North American Free Trade Agreement - 4

Columbia University - 4

United Nations - 4

Federal Statistical System - 4

Robert Wood Johnson Foundation - 4

University of Toronto - 4

American Immigration Council - 4

IZA - 4

Center for Administrative Records Research and Applications - 4

Ewing Marion Kauffman Foundation - 4

Net Present Value - 4

International Trade Commission - 4

Limited Liability Company - 4

Regression Discontinuity Design - 4

Manufacturing Energy Consumption Survey - 4

Society of Labor Economists - 4

Princeton University - 4

Federal Emergency Management Agency - 4

2SLS - 4

State Energy Data System - 4

TFPR - 4

European Commission - 4

World Bank - 4

Kauffman Foundation - 4

LODES - 4

University of California - 3

Employer-Household Dynamics - 3

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 3

Census of Services - 3

University of Texas - 3

Survey of Manufacturing Technology - 3

Commodity Flow Survey - 3

Food and Nutrition Service - 3

Longitudinal Research Database - 3

Brookings Institution - 3

Toxics Release Inventory - 3

Penn State University - 3

Harvard Business School - 3

CDF - 3

Quarterly Journal of Economics - 3

American Economic Review - 3

Composite Person Record - 3

Business Services - 3

Bureau of Labor - 3

Department of Commerce - 3

Master Earnings File - 3

TFPQ - 3

Linear Probability Models - 3

General Social Survey - 3

Current Employment Statistics - 3

Federal Trade Commission - 3

Georgetown University - 3

Medical Expenditure Panel Survey - 3

Journal of Econometrics - 3

Local Employment Dynamics - 3

Foreign Direct Investment - 3

COMPUSTAT - 3

University of Minnesota - 3

Agency for Healthcare Research and Quality - 3

University of California Los Angeles - 3

Guzman and Stern - 3

John Voorheis - 22

Lucia Foster - 20

John Haltiwanger - 17

John M. Abowd - 14

Nathan Goldschlag - 12

Emin Dinlersoz - 11

J. David Brown - 11

Fariha Kamal - 10

Jonathan Eggleston - 10

Sonya R. Porter - 10

Catherine Buffington - 9

Moises Yi - 9

Lars Vilhuber - 8

Maggie R. Jones - 8

Kevin Rinz - 8

Leah R. Clark - 7

Cristina Tello-Trillo - 7

Zachary Kroff - 7

Cheryl Grim - 6

Zoltan Wolf - 6

Jay Stewart - 6

Martha Stinson - 6

Randall Akee - 6

Jonathan Colmer - 6

Lawrence Warren - 6

Kevin L. McKinney - 6

Misty L. Heggeness - 6

Joseph Staudt - 5

Ariel J. Binder - 5

Nikolas Zolas - 5

Thomas B. Foster - 5

Renuka Bhaskar - 5

Kendall Houghton - 5

Marta Murray-Close - 5

Emek Basker - 4

G. Jacob Blackwood - 4

Cindy Cunningham - 4

Sabrina Wulff Pabilonia - 4

Ryan Monarch - 4

Nicholas Bloom - 4

Kristina McElheran - 4

Erik Brynjolfsson - 4

Teresa C. Fort - 4

Sabrina T. Howell - 4

Charles Hokayem - 4

Eva Lyubich - 4

Amanda Eng - 4

Reed Walker - 4

Gloria G. Aldana - 4

Nikolas Pharris-Ciurej - 4

Leticia Fernandez - 4

Danielle H. Sandler - 4

Andrew Penner - 3

Michelle Spiegel - 3

Dominic A. Smith - 3

Cody Tuttle - 3

Rachel Nesbit - 3

Kristin Sandusky - 3

Ethan Lewis - 3

Robert Ashmead - 3

Daniel Kifer - 3

Philip Leclerc - 3

Rolando A. Rodríguez - 3

Tamara Adams - 3

David Darais - 3

Sourya Dey - 3

Simson L. Garfinkel - 3

Scott Moore - 3

Ramy N. Tadros - 3

Yoshiki Ando - 3

Steven J. Davis - 3

Emilia Simeonova - 3

David Card - 3

Jesse Rothstein - 3

Peter Schott - 3

Sean Wang - 3

Seula Kim - 3

Richard Mansfield - 3

Ethan Krohn - 3

Mary Munro - 3

Jennifer Withrow - 3

Suvy Qin - 3

Kyle Handley - 3

Timothy R. Wojan - 3

Adela Luque - 3

Carl Lieberman - 3

Garrett Anstreicher - 3

Gale Boyd - 3

Matthew Doolin - 3

James M. Noon - 3

James P. Ziliak - 3

Parag Mahajan - 3

Sharon R. Ennis - 3

Matthew Staiger - 3

J. Daniel Kim - 3

Sarah Miller - 3

Laura Wherry - 3

Javier Miranda - 3

Shawn Klimek - 3

Victoria Udalova - 3

earnings - 61

employed - 60

employ - 58

labor - 58

population - 57

workforce - 56

survey - 53

recession - 49

respondent - 44

ethnicity - 42

market - 35

hispanic - 35

disparity - 34

innovation - 33

manufacturing - 33

employee - 33

revenue - 32

minority - 32

immigrant - 32

economist - 31

disadvantaged - 31

census bureau - 30

sector - 30

payroll - 30

growth - 28

investment - 28

entrepreneur - 28

poverty - 27

earner - 27

industrial - 26

economically - 26

socioeconomic - 26

ethnic - 26

entrepreneurship - 26

estimating - 26

company - 26

disclosure - 26

resident - 26

statistical - 25

racial - 25

macroeconomic - 24

export - 24

irs - 24

salary - 24

expenditure - 24

immigration - 24

patent - 23

gdp - 23

census data - 23

enterprise - 23

race - 23

sale - 22

production - 22

tax - 22

hiring - 21

neighborhood - 21

econometric - 21

venture - 20

trend - 20

residence - 20

agency - 20

worker - 19

demand - 19

housing - 19

spillover - 19

welfare - 19

import - 18

financial - 18

percentile - 18

data census - 18

finance - 18

heterogeneity - 18

unemployed - 18

data - 18

1040 - 17

report - 17

enrollment - 17

rent - 17

migrant - 17

quarterly - 16

intergenerational - 16

entrepreneurial - 16

segregation - 16

incentive - 16

endogeneity - 16

technological - 15

inventory - 15

patenting - 15

occupation - 15

relocation - 15

loan - 15

use census - 15

eligibility - 15

corporation - 15

family - 15

citizen - 15

exporter - 14

impact - 14

state - 14

residential - 14

job - 13

earn - 13

record - 13

investor - 13

discrimination - 13

microdata - 13

taxpayer - 13

wealth - 12

graduate - 12

proprietor - 12

rural - 12

funding - 12

hire - 12

establishment - 12

datasets - 12

federal - 12

innovate - 11

migration - 11

aggregate - 11

imputation - 11

census responses - 11

importer - 11

estimation - 11

manufacturer - 11

black - 11

researcher - 11

medicaid - 11

bias - 11

trading - 10

monopolistic - 10

acquisition - 10

prevalence - 10

enrolled - 10

retirement - 10

incorporated - 10

census employment - 10

parent - 10

employment growth - 10

white - 10

shipment - 9

innovative - 9

invention - 9

innovating - 9

bank - 9

debt - 9

eligible - 9

census disclosure - 9

income data - 9

productivity growth - 9

efficiency - 9

parental - 9

child - 9

coverage - 9

proprietorship - 9

assessed - 9

home - 9

renter - 9

community - 9

pandemic - 9

metropolitan - 9

lender - 9

employment earnings - 9

financing - 9

household surveys - 9

organizational - 9

native - 9

urban - 9

migrate - 9

profit - 9

geographically - 9

filing - 9

environmental - 9

emission - 9

census household - 9

mexican - 9

exporting - 8

exogeneity - 8

relocate - 8

adoption - 8

commerce - 8

mortgage - 8

ssa - 8

labor markets - 8

poorer - 8

multinational - 8

supplier - 8

imported - 8

borrower - 8

lending - 8

stock - 8

produce - 8

productive - 8

startup - 8

city - 8

migrating - 8

dependent - 8

pollution - 8

technology - 7

regress - 7

accounting - 7

borrowing - 7

equity - 7

fund - 7

analysis - 7

study - 7

mortality - 7

economic census - 7

retailer - 7

wholesale - 7

productivity dispersion - 7

generation - 7

homeowner - 7

insurance - 7

latino - 7

segregated - 7

price - 7

consumption - 7

tariff - 7

investing - 7

invest - 7

census survey - 7

subsidy - 7

employment statistics - 7

mobility - 7

reside - 7

citizenship - 7

banking - 7

confidentiality - 7

woman - 7

saving - 7

regional - 7

competitor - 7

workers earnings - 7

product - 6

exported - 6

shift - 6

unemployment rates - 6

creditor - 6

family income - 6

parents income - 6

sampling - 6

university - 6

opportunity - 6

associate - 6

institutional - 6

productivity measures - 6

warehousing - 6

database - 6

labor statistics - 6

maternal - 6

suburb - 6

asian - 6

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founder - 6

credit - 6

importing - 6

earnings employees - 6

2010 census - 6

prospect - 6

security - 6

growth productivity - 6

innovator - 6

employment estimates - 6

employment data - 6

workplace - 6

employment trends - 6

leverage - 6

provided census - 6

epa - 6

pollution exposure - 6

sectoral - 6

census estimates - 6

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policymakers - 6

birth - 6

research - 6

custom - 5

trader - 5

merger - 5

specialization - 5

patented - 5

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www census - 5

income white - 5

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wage gap - 5

educated - 5

measures productivity - 5

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retail - 5

merchandise - 5

degree - 5

nonemployer businesses - 5

decade - 5

education - 5

house - 5

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adopt - 5

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benefit - 5

applicant - 5

international trade - 5

foreign - 5

firms export - 5

multinational firms - 5

commodity - 5

risk - 5

sociology - 5

effects employment - 5

productivity estimates - 5

productivity shocks - 5

factory - 5

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region - 5

unobserved - 5

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census records - 5

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population survey - 5

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household income - 5

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linked census - 5

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fuel - 4

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paper census - 4

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college - 4

earnings gap - 4

information census - 4

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customer - 4

executive - 4

corporate - 4

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sector productivity - 4

residing - 4

career - 4

postsecondary - 4

schooling - 4

adulthood - 4

death - 4

country - 4

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agriculture - 4

health - 4

residential segregation - 4

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technology adoption - 4

good - 4

consumer - 4

purchase - 4

downstream - 4

sourcing - 4

disaster - 4

hurricane - 4

town - 4

effect wages - 4

census 2020 - 4

firms patents - 4

patents firms - 4

factor productivity - 4

depreciation - 4

area - 4

developed - 4

employment dynamics - 4

worker demographics - 4

longitudinal employer - 4

employment distribution - 4

moving - 4

shareholder - 4

bankruptcy - 4

income individuals - 4

immigrated - 4

privacy - 4

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industry wages - 4

endogenous - 4

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labor productivity - 4

available census - 4

survey income - 4

tenure - 4

electricity - 4

energy - 4

earnings age - 4

employment wages - 4

taxation - 4

matching - 4

recession exposure - 4

subsidized - 4

cost - 4

indicator - 4

policy - 4

immigrant entrepreneurs - 4

renewable - 4

union - 4

fertility - 4

earnings workers - 4

employment measures - 4

censuses surveys - 4

earnings mobility - 4

pension - 3

estimates intergenerational - 3

grandparent - 3

budget - 3

rate - 3

sample - 3

earns - 3

consolidated - 3

department - 3

identifier - 3

dispersion productivity - 3

warehouse - 3

productivity distribution - 3

productivity variation - 3

mother - 3

preschool - 3

cohort - 3

outcome - 3

midwest - 3

urbanized - 3

exporters multinationals - 3

export market - 3

affluent - 3

wage earnings - 3

firm patenting - 3

productivity dynamics - 3

wage effects - 3

patenting firms - 3

work census - 3

turnover - 3

collateral - 3

aging - 3

younger firms - 3

wages employment - 3

firms age - 3

firms young - 3

autoregressive - 3

growth employment - 3

shock - 3

information - 3

relocating - 3

firms import - 3

expense - 3

taxable - 3

restaurant - 3

apartment - 3

location - 3

outsourcing - 3

exogenous - 3

entry productivity - 3

employment increases - 3

income survey - 3

neighbor - 3

records census - 3

restriction - 3

race census - 3

larger firms - 3

interracial - 3

employment effects - 3

impact employment - 3

earnings growth - 3

income neighborhoods - 3

volatility - 3

ancestry - 3

firms grow - 3

poor - 3

industry variation - 3

network - 3

reallocation productivity - 3

geography - 3

oligopolistic - 3

utility - 3

enforcement - 3

locality - 3

wage data - 3

polluting - 3

econometrician - 3

earnings inequality - 3

pregnancy - 3

mandate - 3

individuals census - 3

business data - 3

employer household - 3

employment count - 3

measures employment - 3

workforce indicators - 3

employed census - 3

statistical agencies - 3

Viewing papers 241 through 250 of 306


  • Working Paper

    Leapfrogging the Melting Pot? European Immigrants' Intergenerational Mobility Across the 20th Century

    August 2021

    Working Paper Number:

    CES-21-20

    During the early twentieth century, industrial-era European immigrants entered the United States with lower levels of education than the U.S. average. However, empirical research has yielded unclear and inconsistent evidence about the extent and pace of their integration, leaving openings for arguments that contest the narrative that these groups experienced rapid integration and instead assert that educational deficits among lower-status groups persisted across multiple generations. Here, we advance another argument, that European immigrants may have 'leapfrogged' or exceeded U.S.-born non-Hispanic white attainment by the third generation. To assess these ideas, we reconstituted three-generation families by linking individuals across the 1940 Census, years 1973, 1979, 1981-90 of the Current Population Survey, the 2000 Census, and years 2001-2017 of the American Community Survey. Results show that most European immigrant groups not only caught up with U.S.-born whites by the second generation, but surpassed them, and this advantage further increased in the third generation. This research provides a new understanding of the time to integration for 20th century European immigrant groups by showing that they integrated at a faster pace than previously thought, indicative of a process of accelerated upward mobility.
    View Full Paper PDF
  • Working Paper

    Comparing Earnings Outcome Differences Between All Graduates and Title IV Graduates

    August 2021

    Authors: Andrew Foote

    Working Paper Number:

    CES-21-19

    Recently, two public data products have been released that publish earnings outcomes for college graduates by program of study and institution: Post-Secondary Employment Outcomes and College Scorecard, from the Census Bureau and U.S. Department of Education, respectively. While the earnings data underlying the data products is similar, persons eligible for the frames of the two products is different, with College Scorecard restricted to only students that receive Title IV aid. This paper documents how these differences in the population studied affect the published earnings outcomes. I show that at an institution, of the institutions in my sample, an average of sixty percent of baccalaureate graduates receive Title IV aid, and that the lower the coverage, the large the difference in earnings measurement. Additionally, I show that short-run earnings outcomes are very similar for these two samples, while longer-run outcomes (10 years after graduation) are significantly lower for the Title IV population. I also show that program ranking can change significantly when considering the Title IV population rather than the entire graduate population.
    View Full Paper PDF
  • Working Paper

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

    August 2021

    Authors: Parag Mahajan

    Working Paper Number:

    CES-21-18

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

    Combining Rules and Discretion in Economic Development Policy: Evidence on the Impacts of the California Competes Tax Credit

    June 2021

    Working Paper Number:

    CES-21-13

    We evaluate the effects of one of a new generation of economic development programs, the California Competes Tax Credit (CCTC), on local job creation. Incorporating perceived best practices from previous initiatives, the CCTC combines explicit eligibility thresholds with some discretion on the part of program officials to select tax credit recipients. The structure and implementation of the program facilitates rigorous evaluation. We exploit detailed data on accepted and rejected applicants to the CCTC, including information on scoring of applicants with regard to program goals and funding decisions, together with restricted access American Community Survey (ACS) data on local economic conditions. Using a difference-in-differences approach, we find that each CCTC-incentivized job in a census tract increases the number of individuals working in that tract by over two ' a significant local multiplier. We also explore the program's distributional implications and impacts by industry. We find that CCTC awards increase employment among workers residing in both high income and low income communities, and that the local multipliers are larger for non-manufacturing awards than for manufacturing awards.
    View Full Paper PDF
  • Working Paper

    The Impacts of Opportunity Zones on Zone Residents

    June 2021

    Working Paper Number:

    CES-21-12

    Created by the Tax Cuts and Jobs Act in 2017, the Opportunity Zone program was designed to encourage investment in distressed communities across the U.S. We examine the early impacts of the Opportunity Zone program on residents of targeted areas. We leverage restricted-access microdata from the American Community Survey and employ difference-in-differences and matching approaches to estimate causal reduced-form effects of the program. Our results point to modest, if any, positive effects of the Opportunity Zone program on the employment, earnings, or poverty of zone residents.
    View Full Paper PDF
  • Working Paper

    Black Entrepreneurs, Job Creation, and Financial Constraints

    May 2021

    Working Paper Number:

    CES-21-11

    Black-owned businesses tend to operate with less finance and employ fewer workers than those owned by Whites. Motivated by a simple conceptual framework, we document these facts and show they are causally connected using large firm-level surveys linked to universal employer data from the Census Bureau. We find that the racial financing gap is most pronounced at start-up and tends to narrow with firm age. At any age, Black-owned firms are less likely to receive bank loans, more likely to refrain from applying because they expect denial, and more likely to report that lack of finance reduces their profitability. Yet the observable characteristics of Black entrepreneurs are similar in most respects to Whites, and in some ways - higher education, growth-oriented motivations, and involvement in the business - would seem to imply higher, not lower, demand for finance. Concerning employment, we find that Black-owned firms have on average about 12 percent fewer employees than those owned by Whites, but the difference drops when controlling for firm age and other characteristics. However, when the analysis holds financial variables constant, the results imply that equally well-financed Black-owned rms would be larger than White-owned by about seven percent. Exploiting the credit supply shock of changing assignment to Community Reinvestment Act treatment through a Regression Discontinuity Design in a firm-level panel regression framework, we find that expanded credit access raises employment 5-7 percentage points more at Black-owned businesses than White-owned firms in treated neighborhoods.
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  • Working Paper

    Cyclical Worker Flows: Cleansing vs. Sullying

    May 2021

    Working Paper Number:

    CES-21-10

    Do recessions speed up or impede productivity-enhancing reallocation? To investigate this question, we use U.S. linked employer-employee data to examine how worker flows contribute to productivity growth over the business cycle. We find that in expansions high-productivity firms grow faster primarily by hiring workers away from lower-productivity firms. The rate at which job-to-job flows move workers up the productivity ladder is highly procyclical. Productivity growth slows during recessions when this job ladder collapses. In contrast, flows into nonemployment from low productivity firms disproportionately increase in recessions, which leads to an increase in productivity growth. We thus find evidence of both sullying and cleansing effects of recessions, but the timing of these effects differs. The cleansing effect dominates early in downturns but the sullying effect lingers well into the economic recovery.
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  • Working Paper

    Business Applications as a Leading Economic Indicator?

    May 2021

    Working Paper Number:

    CES-21-09R

    How are applications to start new businesses related to aggregate economic activity? This paper explores the properties of three monthly business application series from the U.S. Census Bureau's Business Formation Statistics as economic indicators: all business applications, business applications that are relatively likely to turn into new employer businesses ('likely employers'), and the residual series -- business applications that have a relatively low rate of becoming employers ('likely non-employers'). Growth in applications for likely employers significantly leads total nonfarm employment growth and has a strong positive correlation with it. Furthermore, growth in applications for likely employers leads growth in most of the monthly Principal Federal Economic Indicators (PFEIs). Motivated by our findings, we estimate a dynamic factor model (DFM) to forecast nonfarm employment growth over a 12-month period using the PFEIs and the likely employers series. The latter improves the model's forecast, especially in the years following the turning points of the Great Recession and the COVID-19 pandemic. Overall, applications for likely employers are a strong leading indicator of monthly PFEIs and aggregate economic activity, whereas applications for likely non-employers provide early information about changes in increasingly prevalent self-employment activity in the U.S. economy.
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  • Working Paper

    U.S. Long-Term Earnings Outcomes by Sex, Race, Ethnicity, and Place of Birth

    May 2021

    Working Paper Number:

    CES-21-07R

    This paper is part of the Global Income Dynamics Project cross-country comparison of earnings inequality, volatility, and mobility. Using data from the U.S. Census Bureau's Longitudinal Employer-Household Dynamics (LEHD) infrastructure files we produce a uniform set of earnings statistics for the U.S. From 1998 to 2019, we find U.S. earnings inequality has increased and volatility has decreased. The combination of increased inequality and reduced volatility suggest earnings growth differs substantially across different demographic groups. We explore this further by estimating 12-year average earnings for a single cohort of age 25-54 eligible workers. Differences in labor supply (hours paid and quarters worked) are found to explain almost 90% of the variation in worker earnings, although even after controlling for labor supply substantial earnings differences across demographic groups remain unexplained. Using a quantile regression approach, we estimate counterfactual earnings distributions for each demographic group. We find that at the bottom of the earnings distribution differences in characteristics such as hours paid, geographic division, industry, and education explain almost all the earnings gap, however above the median the contribution of the differences in the returns to characteristics becomes the dominant component.
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  • Working Paper

    High Frequency Business Dynamics in the United States During the COVID-19 Pandemic

    March 2021

    Working Paper Number:

    CES-21-06

    Existing small businesses experienced very sharp declines in activity, business sentiment, and expectations early in the pandemic. While there has been some recovery since the early days of the pandemic, small businesses continued to exhibit indicators of negative growth, business sentiment, and expectations through the first week of January 2021. These findings are from a unique high frequency, real time survey of small employer businesses, the Census Bureau's Small Business Pulse Survey (SBPS). Findings from the SBPS show substantial variation across sectors in the outcomes for small businesses. Small businesses in Accommodation and Food Services have been hit especially hard relative to those Finance and Insurance. However, even in Finance and Insurance small businesses exhibit indicators of negative growth, business sentiment, and expectations for all weeks from late April 2020 through the first week of 2021. While existing small businesses have fared poorly, after an initial decline, there has been a surge in new business applications based on the high frequency, real time Business Formation Statistics (BFS). Most of these applications are for likely nonemployers that are out of scope for the SBPS. However, there has also been a surge in new applications for likely employers. The surge in applications has been especially apparent in Retail Trade (and especially Non-store Retailers). We compare and contrast the patterns from these two new high frequency data products that provide novel insights into the distinct patterns of dynamics for existing small businesses relative to new business formations.
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