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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

propensity - 6

rurality - 6

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

monopolistically - 6

pollutant - 6

policymakers - 6

birth - 6

research - 6

custom - 5

trader - 5

merger - 5

specialization - 5

patented - 5

layoff - 5

borrow - 5

disability - 5

www census - 5

income white - 5

average - 5

wage gap - 5

educated - 5

measures productivity - 5

aggregate productivity - 5

spending - 5

subsidiary - 5

retail - 5

merchandise - 5

degree - 5

nonemployer businesses - 5

decade - 5

education - 5

house - 5

income housing - 5

adopt - 5

indian - 5

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

business startups - 5

region - 5

unobserved - 5

longitudinal - 5

census records - 5

survey households - 5

population survey - 5

geographic - 5

wage growth - 5

household income - 5

income households - 5

income children - 5

immigrant workers - 5

globalization - 5

public - 5

concentration - 5

exposure - 5

ownership - 5

linked census - 5

outsourced - 5

estimates census - 5

surveys censuses - 5

research census - 5

employing - 5

gender - 5

medicare - 5

externality - 5

industry concentration - 5

regressing - 5

estimator - 5

industry productivity - 5

regulation - 5

assimilation - 5

classified - 5

census research - 5

reporting - 5

statistician - 5

regulatory - 4

crime - 4

tech - 4

advancement - 4

innovation patenting - 4

fuel - 4

asset - 4

paper census - 4

assessing - 4

college - 4

earnings gap - 4

information census - 4

fiscal - 4

customer - 4

executive - 4

corporate - 4

grocery - 4

sector productivity - 4

residing - 4

career - 4

postsecondary - 4

schooling - 4

adulthood - 4

death - 4

country - 4

recessionary - 4

agriculture - 4

health - 4

residential segregation - 4

suburbanization - 4

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

publicly - 4

industry wages - 4

endogenous - 4

census linked - 4

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 181 through 190 of 306


  • Working Paper

    Re-examining Regional Income Convergence: A Distributional Approach

    February 2023

    Working Paper Number:

    CES-23-05

    We re-examine recent trends in regional income convergence, considering the full distribution of income rather than focusing on the mean. Measuring similarity by comparing each percentile of state distributions to the corresponding percentile of the national distribution, we find that state incomes have become less similar (i.e. they have diverged) within the top 20 percent of the income distribution since 1969. The top percentile alone accounts for more than half of aggregate divergence across states over this period by our measure, and the top five percentiles combine to account for 93 percent. Divergence in top incomes across states appears to be driven largely by changes in top incomes among White people, while top incomes among Black people have experienced relatively little divergence.
    View Full Paper PDF
  • Working Paper

    Industry Linkages from Joint Production

    January 2023

    Authors: Xiang Ding

    Working Paper Number:

    CES-23-02

    I develop a theory of joint production to quantify aggregate economies of scope. In US manufacturing data, increased export demand in one industry raises a firm's sales in its other industries that share knowledge inputs like R&D and software. I estimate that knowledge inputs contribute to economies of scope through their scalability and partial non-rivalry within the firm. On average a 10 percent increase in output in one industry lowers prices in other industries by 0.4 percent. Such economies of scope manifest disproportionately among knowledge proximate industries and imply large spillover impacts of recent US-China trade policy on producer prices.
    View Full Paper PDF
  • Working Paper

    Race and Mobility in U.S. Marriage Markets: Quantifying the Role of Segregation

    December 2022

    Working Paper Number:

    CES-22-59R

    We examine racial disparities in upward intergenerational mobility of family income by linking American Community Survey respondents born in 1978-87 to their parents' tax records. This linkage facilitates better measurement of marriage-market processes than tax records alone. Relative to White individuals, we document lower upward mobility of partner income for Black, Hispanic, and Asian individuals. These disparities offset Asian women and men's advantages in personal income mobility, overturn Black women's small advantage, and compound Black men's disadvantage. We develop a novel nonparametric decomposition which reveals that these disparities are driven primarily by racial differences in marriage-market opportunities, but also by different partnering rates conditional on opportunities. We then apply a selection-correction methodology to estimate causal effects of childhood exposure to racial segregation. Our design approximates a shift in the current generation's segregation exposure, holding historical exposures constant. This channel generates substantial Black-White intergenerational mobility gaps across all income measures, and we show that these effects cumulate over a multigenerational horizon.
    View Full Paper PDF
  • Working Paper

    Eclipse of Rent-Sharing: The Effects of Managers' Business Education on Wages and the Labor Share in the US and Denmark

    December 2022

    Working Paper Number:

    CES-22-58

    This paper provides evidence from the US and Denmark that managers with a business degree ('business managers") reduce their employees' wages. Within five years of the appointment of a business manager, wages decline by 6% and the labor share by 5 percentage points in the US, and by 3% and 3 percentage points in Denmark. Firms appointing business managers are not on differential trends and do not enjoy higher output, investment, or employment growth thereafter. Using manager retirements and deaths and an IV strategy based on the diffusion of the practice of appointing business managers within industry, region and size quartile cells, we provide additional evidence that these are causal effects. We establish that the proximate cause of these (relative) wage effects are changes in rent-sharing practices following the appointment of business managers. Exploiting exogenous export demand shocks, we show that non-business managers share profits with their workers, whereas business managers do not. But consistent with our first set of results, these business managers show no greater ability to increase sales or profits in response to exporting opportunities. Finally, we use the influence of role models on college major choice to instrument for the decision to enroll in a business degree in Denmark and show that our estimates correspond to causal effects of practices and values acquired in business education--rather than the differential selection into business education of individuals unlikely to share rents with workers.
    View Full Paper PDF
  • Working Paper

    Business Dynamics Statistics for Single-Unit Firms

    December 2022

    Working Paper Number:

    CES-22-57

    The Business Dynamics Statistics of Single Unit Firms (BDS-SU) is an experimental data product that provides information on employment and payroll dynamics for each quarter of the year at businesses that operate in one physical location. This paper describes the creation of the data tables and the value they add to the existing Business Dynamics Statistics (BDS) product. We then present some analysis of the published statistics to provide context for the numbers and demonstrate how they can be used to understand both national and local business conditions, with a particular focus on 2020 and the recession induced by the COVID-19 pandemic. We next examine how firms fared in this recession compared to the Great Recession that began in the fourth quarter of 2007. We also consider the heterogenous impact of the pandemic on various industries and areas of the country, showing which types of businesses in which locations were particularly hard hit. We examine business exit rates in some detail and consider why different metro areas experienced the pandemic in different ways. We also consider entry rates and look for evidence of a surge in new businesses as seen in other data sources. We finish by providing a preview of on-going research to match the BDS to worker demographics and show statistics on the relationship between the characteristics of the firm's workers and outcomes such as firm exit and net job creation.
    View Full Paper PDF
  • Working Paper

    The Long-run Effects of the 1930s Redlining Maps on Children

    December 2022

    Working Paper Number:

    CES-22-56

    We estimate the long-run effects of the 1930s Home Owners Loan Corporation (HOLC) redlining maps by linking children in the full count 1940 Census to 1) the universe of IRS tax data in 1974 and 1979 and 2) the long form 2000 Census. We use two identification strategies to estimate the potential long-run effects of differential access to credit along HOLC boundaries. The first strategy compares cross-boundary differences along HOLC boundaries to a comparison group of boundaries that had statistically similar pre-existing differences as the actual boundaries. A second approach only uses boundaries that were least likely to have been chosen by the HOLC based on our statistical model. We find that children living on the lower-graded side of HOLC boundaries had significantly lower levels of educational attainment, reduced income in adulthood, and lived in neighborhoods during adulthood characterized by lower educational attainment, higher poverty rates, and higher rates of single-headed households.
    View Full Paper PDF
  • Working Paper

    Maternal and Infant Health Inequality: New Evidence from Linked Administrative Data

    November 2022

    Working Paper Number:

    CES-22-55

    We use linked administrative data that combines the universe of California birth records, hospitalizations, and death records with parental income from Internal Revenue Service tax records and the Longitudinal Employer-Household Dynamics file to provide novel evidence on economic inequality in infant and maternal health. We find that birth outcomes vary nonmonotonically with parental income, and that children of parents in the top ventile of the income distribution have higher rates of low birth weight and preterm birth than those in the bottom ventile. However, unlike birth outcomes, infant mortality varies monotonically with income, and infants of parents in the top ventile of the income distribution---who have the worst birth outcomes---have a death rate that is half that of infants of parents in the bottom ventile. When studying maternal health, we find a similar pattern of non-monotonicity between income and severe maternal morbidity, and a monotonic and decreasing relationship between income and maternal mortality. At the same time, these disparities by parental income are small when compared to racial disparities, and we observe virtually no convergence in health outcomes across racial and ethnic groups as income rises. Indeed, infant and maternal health in Black families at the top of the income distribution is markedly worse than that of white families at the bottom of the income distribution. Lastly, we benchmark the health gradients in California to those in Sweden, finding that infant and maternal health is worse in California than in Sweden for most outcomes throughout the entire income distribution.
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  • Working Paper

    Is Affirmative Action in Employment Still Effective in the 21st Century?

    November 2022

    Working Paper Number:

    CES-22-54

    We study Executive Order 11246, an employment-based affirmative action policy tar geted at firms holding contracts with the federal government. We find this policy to be in effective in the 21st century, contrary to the positive effects found in the late 1900s (Miller, 2017). Our novel dataset combines data on federal contract acquisition and enforcement with US linked employer-employee Census data 2000'2014. We employ an event study around firms' acquiring a contract, based on Miller (2017), and find the policy had no ef fect on employment shares or on hiring, for any minority group. Next, we isolate the impact of the affirmative action plan, which is EO 11246's preeminent requirement that applies to firms with contracts over $50,000. Leveraging variation from this threshold in an event study and regression discontinuity design, we find similarly null effects. Last, we show that even randomized audits are not effective, suggesting weak enforcement. Our results highlight the importance of the recent budget increase for the enforcement agency, as well as recent policies enacted to improve compliance
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  • Working Paper

    Long-Run Adult Socio-economic Outcomes from In Utero Airborne Lead Exposure

    November 2022

    Working Paper Number:

    CES-22-53

    As a neurotoxin, early exposure to lead has long been assumed to affect socioeconomic out-comes well into adulthood. However, the empirical literature documenting such effects has been limited. This study documents the long-term effects of in utero exposure to air lead on adult socio-economic outcomes, including earnings, disabilities, employment, public assistance, and education, using US survey and administrative data. Specifically, we match individuals in the 2000 US Decennial Census and 2001-2014 American Community Surveys to average lead concentrations in the individual's birth county during his/her 9 months in utero. We find a 0.5 'g/m3 decrease in air lead, representing the average 1975-85 change resulting from the passage of the U.S. Clean Air Act, is associated with an increase in earnings of 3.5%, or a present value, at birth, of $21,400 in lifetime earnings. Decomposing this effect, we find greater exposure to lead in utero is associated with an increase in disabilities in adulthood, an increase in receiving public assistance, and a decrease in employment. Looking at effects by sex, long-term effects for girls seem to fall on participation in the formal labor market, whereas for boys it appears to fall more on hours worked. This is the first study to document such long-term effects from lead using US data. We estimate the present value in 2020, from all earnings impacts from 1975 forward, to be $4,230 Billion using a discount rate of 3%. In 2020 alone, the benefits are $252 B, or about 1.2% of GDP. Thus, our estimates imply the Clean Air Act's lead phase out is still returning a national dividend of over 1% every year.
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  • Working Paper

    Investment and Subjective Uncertainty

    November 2022

    Working Paper Number:

    CES-22-52

    A longstanding challenge in evaluating the impact of uncertainty on investment is obtaining measures of managers' subjective uncertainty. We address this challenge by using a detailed new survey measure of subjective uncertainty collected by the U.S. Census Bureau for approximately 25,000 manufacturing plants. We find three key results. First, investment is strongly and robustly negatively associated with higher uncertainty, with a two standard deviation increase in uncertainty associated with about a 6% reduction in investment. Second, uncertainty is also negatively related to employment growth and overall shipments (sales) growth, which highlights the damaging impact of uncertainty on firm growth. Third, flexible inputs like rental capital and temporary workers show a positive relationship to uncertainty, demonstrating that businesses switch from less flexible to more flexible factor inputs at higher levels of uncertainty.
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