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Papers Containing Tag(s): 'Internal Revenue Service'

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Census Bureau Disclosure Review Board - 132

American Community Survey - 121

Social Security Administration - 120

Center for Economic Studies - 115

Longitudinal Business Database - 112

North American Industry Classification System - 110

Protected Identification Key - 108

Current Population Survey - 105

Employer Identification Numbers - 104

Bureau of Labor Statistics - 100

Social Security Number - 95

Longitudinal Employer Household Dynamics - 88

Social Security - 84

Business Register - 69

Disclosure Review Board - 66

National Science Foundation - 65

Decennial Census - 64

Ordinary Least Squares - 62

W-2 - 61

Standard Industrial Classification - 60

Person Validation System - 53

Economic Census - 53

Survey of Income and Program Participation - 52

National Bureau of Economic Research - 47

Census Bureau Business Register - 47

Bureau of Economic Analysis - 47

Annual Survey of Manufactures - 46

Federal Statistical Research Data Center - 44

2010 Census - 42

Standard Statistical Establishment List - 42

Master Address File - 40

Chicago Census Research Data Center - 39

County Business Patterns - 37

Business Dynamics Statistics - 37

Person Identification Validation System - 35

Census of Manufactures - 33

Metropolitan Statistical Area - 33

Census Numident - 32

Research Data Center - 31

Service Annual Survey - 31

Characteristics of Business Owners - 30

Small Business Administration - 29

Adjusted Gross Income - 29

Federal Reserve Bank - 29

Quarterly Workforce Indicators - 29

Department of Housing and Urban Development - 29

Office of Management and Budget - 28

Total Factor Productivity - 28

Alfred P Sloan Foundation - 28

Longitudinal Research Database - 28

Quarterly Census of Employment and Wages - 27

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Personally Identifiable Information - 27

Census Bureau Longitudinal Business Database - 24

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Individual Taxpayer Identification Numbers - 23

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Supplemental Nutrition Assistance Program - 22

Cornell University - 22

Special Sworn Status - 22

Department of Labor - 21

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Federal Reserve System - 21

National Center for Health Statistics - 21

Indian Health Service - 20

Company Organization Survey - 19

COVID-19 - 19

PSID - 19

Center for Administrative Records Research and Applications - 18

Department of Homeland Security - 18

Data Management System - 17

SSA Numident - 17

Detailed Earnings Records - 17

Medicaid Services - 16

Temporary Assistance for Needy Families - 16

Individual Characteristics File - 16

Census of Manufacturing Firms - 16

International Trade Research Report - 16

Administrative Records - 16

Survey of Business Owners - 15

Disability Insurance - 15

Census Household Composition Key - 15

Employer Characteristics File - 15

Computer Assisted Personal Interview - 15

Department of Commerce - 15

Permanent Plant Number - 15

Social and Economic Supplement - 14

ASEC - 14

General Accounting Office - 14

Department of Education - 14

University of Maryland - 14

Core Based Statistical Area - 14

Journal of Economic Literature - 14

National Institutes of Health - 13

Board of Governors - 13

Centers for Medicare - 13

Securities and Exchange Commission - 13

Organization for Economic Cooperation and Development - 13

Medical Expenditure Panel Survey - 13

Kauffman Foundation - 13

Census Bureau Master Address File - 12

Russell Sage Foundation - 12

University of Michigan - 12

Office of Personnel Management - 12

Patent and Trademark Office - 12

Stanford University - 12

Cobb-Douglas - 12

Integrated Longitudinal Business Database - 12

Local Employment Dynamics - 12

National Longitudinal Survey of Youth - 12

Department of Economics - 12

Agency for Healthcare Research and Quality - 12

American Economic Association - 12

MAFID - 11

Urban Institute - 11

New York University - 11

Michigan Institute for Teaching and Research in Economics - 11

Composite Person Record - 11

MAF-ARF - 11

Federal Tax Information - 11

Retail Trade - 11

American Housing Survey - 11

Longitudinal Firm Trade Transactions Database - 11

CPS ASEC - 10

Federal Insurance Contribution Act - 10

Form W-2 - 10

Supreme Court - 10

Some Other Race - 10

Business Employment Dynamics - 10

Employment History File - 10

Business Formation Statistics - 10

UC Berkeley - 10

Technical Services - 10

National Employer Survey - 10

LEHD Program - 10

Accommodation and Food Services - 10

Census Bureau Person Identification Validation System - 10

Center for Administrative Records Research - 10

Master Beneficiary Record - 10

National Opinion Research Center - 10

Initial Public Offering - 10

Business Master File - 10

Department of Agriculture - 9

1940 Census - 9

Population Estimates Program - 9

Linear Probability Models - 9

DOB - 9

Environmental Protection Agency - 9

Boston College - 9

Center for Research in Security Prices - 9

Herfindahl Hirschman Index - 9

Arts, Entertainment - 9

Department of Defense - 9

Indian Housing Information Center - 9

Selective Service System - 9

Review of Economics and Statistics - 9

National Institute on Aging - 9

Yale University - 9

Bureau of Labor - 9

Financial, Insurance and Real Estate Industries - 9

Limited Liability Company - 8

Multiple Worksite Report - 8

PIKed - 8

Survey of Consumer Finances - 8

Cumulative Density Function - 8

Legal Form of Organization - 8

Social Science Research Institute - 8

Census Edited File - 8

Duke University - 8

Cornell Institute for Social and Economic Research - 8

Public Administration - 8

Journal of Labor Economics - 8

American Economic Review - 8

American Statistical Association - 8

Annual Business Survey - 7

NUMIDENT - 7

Federal Emergency Management Agency - 7

University of California Los Angeles - 7

Wholesale Trade - 7

Nonemployer Statistics - 7

CDF - 7

Department of Health and Human Services - 7

Sloan Foundation - 7

Centers for Disease Control and Prevention - 7

Current Population Survey Annual Social and Economic Supplement - 7

Harmonized System - 7

National Income and Product Accounts - 7

Master Earnings File - 7

Customs and Border Protection - 7

Statistics Canada - 7

Georgetown University - 7

Journal of Human Resources - 7

Census Bureau Center for Economic Studies - 7

Council of Economic Advisers - 6

NBER Summer Institute - 6

Agriculture, Forestry - 6

Federal Poverty Level - 6

Quarterly Journal of Economics - 6

2SLS - 6

Health and Retirement Study - 6

Columbia University - 6

Educational Services - 6

Workforce Information Council Administrative Wage Record Enhancement Study Group - 6

Generalized Method of Moments - 6

Harvard University - 6

Department of Justice - 6

Census 2000 - 6

Net Present Value - 6

Census Bureau Business Dynamics Statistics - 6

Current Employment Statistics - 6

Establishment Micro Properties - 6

Census of Retail Trade - 6

Securities Data Company - 6

Federal Register - 5

Integrated Public Use Microdata Series - 5

National Establishment Time Series - 5

Business Services - 5

AKM - 5

George Mason University - 5

World Trade Organization - 5

Maximum Likelihood Estimation - 5

Guzman and Stern - 5

COVID - 5

National Academy of Sciences - 5

National Research Council - 5

United States Census Bureau - 5

Occupational Employment Statistics - 5

Opportunity Atlas - 5

Health Care and Social Assistance - 5

HHS - 5

Paycheck Protection Program - 5

Department of State - 5

Kauffman Firm Survey - 5

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 5

CATI - 5

New York Times - 5

Regression Discontinuity Design - 5

Citizenship and Immigration Services - 5

Stern School of Business - 5

Successor Predecessor File - 5

State Energy Data System - 5

CAAA - 5

North American Industry Classi - 5

Business Register Bridge - 5

Probability Density Function - 5

Northwestern University - 5

Geographic Information Systems - 5

Boston Research Data Center - 5

WECD - 5

Consumer Expenditure Survey - 4

Professional Services - 4

University of Texas - 4

Annual Survey of Entrepreneurs - 4

LEHD Origin-Destination Employment Statistics - 4

LODES - 4

Ohio State University - 4

National Ambient Air Quality Standards - 4

Code of Federal Regulations - 4

New England County Metropolitan - 4

Public Use Micro Sample - 4

National Health Interview Survey - 4

Foreign Direct Investment - 4

IQR - 4

Federal Statistical System - 4

E32 - 4

Labor Productivity - 4

Summary Earnings Records - 4

Survey of Industrial Research and Development - 4

Journal of Political Economy - 4

MIT Press - 4

COMPUSTAT - 4

BLS Handbook of Methods - 4

Consolidated Metropolitan Statistical Areas - 4

World Bank - 3

Harvard Business School - 3

Hypothesis 2 - 3

North American Free Trade Agreement - 3

Toxics Release Inventory - 3

Research and Development - 3

Standard Occupational Classification - 3

University of Toronto - 3

Food and Nutrition Service - 3

National Center for Science and Engineering Statistics - 3

Oil and Gas Extraction - 3

Economic Research Service - 3

International Trade Commission - 3

Ewing Marion Kauffman Foundation - 3

Social Security Disability Insurance - 3

Pew Research Center - 3

Society of Labor Economists - 3

Carnegie Mellon University - 3

General Social Survey - 3

IZA - 3

University of Minnesota - 3

Federal Government - 3

Robert Wood Johnson Foundation - 3

Department of Energy - 3

Energy Information Administration - 3

United Nations - 3

Business R&D and Innovation Survey - 3

European Union - 3

Commodity Flow Survey - 3

TFPQ - 3

Journal of International Economics - 3

Journal of Economic Perspectives - 3

Cambridge University Press - 3

Wal-Mart - 3

John Voorheis - 22

Maggie R. Jones - 16

John Haltiwanger - 16

Martha Stinson - 15

Javier Miranda - 13

John M. Abowd - 12

Lucia Foster - 11

J. David Brown - 10

Ron Jarmin - 10

Emin Dinlersoz - 9

Leah R. Clark - 9

Alicia Robb - 9

Adela Luque - 8

Sonya R. Porter - 8

Kevin L. McKinney - 8

Timothy Bates - 8

Kevin Rinz - 7

Andrew Penner - 7

Christopher Goetz - 7

Randall Akee - 7

Thomas B. Foster - 7

Jonathan Eggleston - 7

Lars Vilhuber - 7

Danielle H. Sandler - 6

Kristin Sandusky - 6

Lawrence Warren - 6

Moises Yi - 6

Misty L. Heggeness - 6

Nikolas Pharris-Ciurej - 6

Quentin Brummet - 5

Emily Penner - 5

Mark J. Kutzbach - 5

Thurston Domina - 5

Renuka Bhaskar - 5

Jonathan Colmer - 5

Marta Murray-Close - 5

Jerome P. Reiter - 5

Julia I. Lane - 5

Kristin McCue - 5

Robert Fairlie - 5

Alfred R Nucci - 5

Ethan Krohn - 4

Henry Hyatt - 4

Ariel J. Binder - 4

Michelle Spiegel - 4

Paul Y. Yoo - 4

Joseph Staudt - 4

T. Kirk White - 4

Cristina Tello-Trillo - 4

Matthew R. Graham - 4

Mark Ellis - 4

Lee Fiorio - 4

Eva Lyubich - 4

Kendall Houghton - 4

Carl Lieberman - 4

Gloria G. Aldana - 4

Ian M. Schmutte - 4

Nathan Goldschlag - 4

Timothy Dunne - 4

Alice Zawacki - 4

Erika McEntarfer - 4

Fariha Kamal - 4

James M. Noon - 4

Shawn Klimek - 4

Cheryl Grim - 4

C.J. Krizan - 4

Thomas Chemmanur - 4

Charles Hokayem - 3

Ciyata Coleman - 3

Sanghun (Eric) Kim - 3

Krishnan Patel - 3

Dean Plueger - 3

Emek Basker - 3

Victoria Udalova - 3

Andrew Keller - 3

Suvy Qin - 3

Abigail Wozniak - 3

Liana Christin Landivar - 3

Paul Hanselman - 3

Andrew Foote - 3

Emilia Simeonova - 3

Mary Munro - 3

Jennifer Withrow - 3

Hubert P. Janicki - 3

James R. Spletzer - 3

Joshua Mitchell - 3

Adam Bee - 3

Sabrina T. Howell - 3

Veronika Penciakova - 3

Caroline Walker - 3

Leticia Fernandez - 3

J. Daniel Kim - 3

Daniel Weinberg - 3

Deborah Wagner - 3

Paige Ouimet - 3

Richard Burkhauser - 3

Shuaizhang Feng - 3

Stephen Jenkins - 3

Jeff Larrimore - 3

Debarshi Nandy - 3

employed - 82

survey - 73

employ - 71

labor - 61

earnings - 61

respondent - 58

population - 55

recession - 55

irs - 52

workforce - 52

employee - 50

payroll - 47

enterprise - 47

entrepreneurship - 42

entrepreneur - 41

agency - 40

revenue - 39

census bureau - 39

disadvantaged - 37

tax - 36

ethnicity - 36

data - 36

econometric - 35

statistical - 35

census data - 35

estimating - 33

earner - 33

hispanic - 33

economist - 33

quarterly - 31

sale - 31

proprietorship - 31

minority - 30

socioeconomic - 30

data census - 30

disparity - 29

growth - 29

venture - 29

salary - 29

company - 29

sector - 28

expenditure - 28

record - 27

proprietor - 27

poverty - 27

establishment - 26

ethnic - 26

report - 26

macroeconomic - 26

1040 - 25

enrollment - 25

corporation - 25

entrepreneurial - 25

immigrant - 25

manufacturing - 24

filing - 23

resident - 23

residence - 23

microdata - 23

taxpayer - 22

racial - 21

gdp - 21

employment data - 21

worker - 21

federal - 20

incentive - 20

coverage - 20

residential - 20

market - 20

financial - 20

production - 20

datasets - 20

use census - 19

hiring - 19

welfare - 19

unemployed - 19

family - 18

imputation - 18

aggregate - 18

migrant - 18

disclosure - 18

incorporated - 18

industrial - 18

citizen - 18

assessed - 17

housing - 17

economically - 17

insurance - 17

medicaid - 17

intergenerational - 17

migration - 17

job - 17

longitudinal - 17

economic census - 17

estimation - 16

occupation - 16

earn - 16

race - 16

neighborhood - 15

census employment - 15

investment - 15

endogeneity - 15

acquisition - 15

wealth - 14

income data - 14

export - 14

trend - 14

state - 14

employment statistics - 14

ssa - 14

immigration - 14

eligibility - 13

segregation - 13

bias - 13

percentile - 13

database - 13

census survey - 13

black - 13

statistician - 13

eligible - 12

discrimination - 12

census use - 12

organizational - 12

corporate - 12

finance - 12

white - 12

enrolled - 12

merger - 12

employee data - 12

census research - 11

mobility - 11

debt - 11

opportunity - 11

environmental - 11

innovation - 11

analysis - 11

study - 11

retirement - 11

work census - 11

startup - 11

employment growth - 11

dependent - 11

impact - 11

employing - 11

researcher - 11

metropolitan - 11

ownership - 11

census records - 10

labor statistics - 10

spillover - 10

medicare - 10

generation - 10

rent - 10

migrate - 10

migrating - 10

matching - 10

borrower - 10

loan - 10

information census - 10

layoff - 10

child - 9

census business - 9

records census - 9

census responses - 9

linked census - 9

poorer - 9

lender - 9

relocation - 9

moving - 9

lending - 9

inventory - 9

efficiency - 9

accounting - 9

department - 9

employment dynamics - 9

subsidy - 9

bank - 9

confidentiality - 9

public - 9

heterogeneity - 9

exemption - 9

firms census - 9

multinational - 9

depreciation - 9

owned businesses - 9

produce - 9

decline - 8

2010 census - 8

education - 8

sampling - 8

enrollee - 8

shock - 8

econometrician - 8

household surveys - 8

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pollution - 8

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nonemployer businesses - 8

censuses surveys - 8

employment earnings - 8

employment estimates - 8

workplace - 8

longitudinal employer - 8

information - 8

parent - 8

survey income - 8

surveys censuses - 8

census household - 8

healthcare - 8

taxation - 8

business data - 8

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estimates employment - 8

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profit - 7

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research census - 7

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employment trends - 7

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estimates census - 6

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establishments data - 6

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reporting - 6

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race census - 6

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businesses census - 6

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household income - 5

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policy - 5

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technology - 3

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Viewing papers 21 through 30 of 334


  • Working Paper

    Measurement Matters: Financial Reporting and Productivity

    December 2025

    Working Paper Number:

    CES-25-72

    We examine how differences in financial reporting practices shape firm productivity. Leveraging new audit questions in the U.S. Census Bureau's 2021 Management and Organizational Practices Survey (MOPS), and complementary tax return data from the Internal Revenue Service (IRS) and detailed financial records from Sageworks, we find that (i) variation in reporting quality explains 10-20 percent of intra-industry total factor productivity dispersion, and (ii) evidence of complementarity between the effects of financial audits and management practices driving firm productivity. We then examine the underlying mechanisms. First, audits function as a managerial technology, improving the precision of internal information and raising efficiency, with stronger effects in competitive, low-margin industries and among younger firms. Second, exploiting cross-state variation in tax incentives, we show that audits constrain underreporting and mitigate the downward bias in measured productivity. Together, these results highlight the underrated importance of financial reporting quality driving firm productivity.
    View Full Paper PDF
  • Working Paper

    Parental Death, Inheritance, and Labor Supply in the United States

    December 2025

    Working Paper Number:

    CES-25-71

    We are the first to study how inheritances affect labor supply in the U.S. using large-scale administrative data. Leveraging federal tax and Social Security records, we estimate event studies around parental death to investigate impacts on adult children. Our results indicate that the death of a last parent causes sizable gains in investment income'our main proxy for inheritances'and proportionate reductions in labor supply. On average, annual per-adult investment income at the tax unit level increases by about $300 (45 percent) and annual per-adult wage earnings decrease by $600 (2 percent). These earnings responses are large relative to the implied wealth transfer. Income effects are the dominant channel through which parental death reduces earnings, with children of wealthier parents exhibiting larger earnings reductions. Over six years, inheritances slightly equalize the distribution of investment income.
    View Full Paper PDF
  • Working Paper

    Double-Pane Glass Ceiling: Commercial Engagement and the Female-Male Earnings Gap for Faculty

    September 2025

    Authors: Joseph Staudt

    Working Paper Number:

    CES-25-68

    I use administrative data from universities (UMETRICS) linked to the universe of confidential W-2 and 1040-C tax records to measure faculty commercial engagement and its role in female-male earnings gaps. Female faculty are 20 percentage points less likely to engage commercially, with the entire gap driven by self-employment. The raw earnings gap is $63,000 on a base of $162,000 and non-university earnings account for $18,000 (29 percent) of this total. Thus, while university pay explains most of the gap, commercial engagement substantially amplifies it. Earnings gaps appear in all components of non-university pay ' self-employment, and work for incumbent, young/startup, high-tech, and non-high-tech firms ' and remain large, though attenuated, after controlling publications, patents, field, university, scientific resources, age, marital status, childbearing, and demographics. Gaps widen as faculty move up the earnings distribution, and commercial engagement becomes a larger contributor. Men and women engage with similar industries, but men earn more in all shared industries.
    View Full Paper PDF
  • Working Paper

    Manufacturing Dispersion: How Data Cleaning Choices Affect Measured Misallocation and Productivity Growth in the Annual Survey of Manufactures

    September 2025

    Working Paper Number:

    CES-25-67

    Measurement of dispersion of productivity levels and productivity growth rates across businesses is a key input for answering a variety of important economic questions, such as understanding the allocation of economic inputs across businesses and over time. While item nonresponse is a readily quantifiable issue, we show there is also misreporting by respondents in the Annual Survey of Manufactures (ASM). Aware of these measurement issues, the Census Bureau edits and imputes survey responses before tabulation and dissemination. However, edit and imputation methods that are suitable for publishing aggregate totals may not be suitable for estimating other measures from the microdata. We show that the methods used dramatically affect estimates of productivity dispersion, allocative efficiency, and aggregate productivity growth. Using a Bayesian approach for editing and imputation, we model the joint distributions of all variables needed to estimate these measures, and we quantify the degree of uncertainty in the estimates due to imputations for faulty or missing data.
    View Full Paper PDF
  • Working Paper

    Matching Compustat Data to the Longitudinal Business Database, 1976-2020

    September 2025

    Working Paper Number:

    CES-25-65

    This paper details the methodology for creating an updated Compustat-Longitudinal Business Database (LBD) bridge, facilitating linkage between company identifiers in Compustat and firm identifiers in the LBD. In addition to data from Compustat, we incorporate historical data on public companies from various public and private sources, including information on executive names. Our methodology involves a series of stages using fuzzy name and address matching, including EIN, telephone number, and industry code matching. Qualified researchers with approved proposals can access this bridge though the Federal Statistical Research Data Centers. The Compustat-SSL bridge serves as a crucial resource for longitudinal studies on U.S. businesses, corporate governance, and executive compensation.
    View Full Paper PDF
  • Working Paper

    Business Owners and the Self-Employed: 33 Million (and Counting!)

    September 2025

    Working Paper Number:

    CES-25-60

    Entrepreneurs are known to be key drivers of economic growth, and the rise of online platforms and the broader 'gig economy' has led self-employment to surge in recent decades. Yet the young and small businesses associated with this activity are often absent from economic data. In this paper, we explore a novel longitudinal dataset that covers the owners of tens of millions of the smallest businesses: those without employees. We produce three new sets of statistics on the rapidly growing set of nonemployer businesses. First, we measure transitions between self-employment and wage and salary jobs. Second, we describe nonemployer business entry and exit, as well as transitions between legal form (e.g., sole proprietorship to S corporation). Finally, we link owners to their nonemployer businesses and examine the dynamics of business ownership.
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  • Working Paper

    LODES Design and Methodology Report: Methodology Version 7

    August 2025

    Working Paper Number:

    CES-25-52

    The purpose of this report is to document the important features of Version 7 of the LEHD Origin-Destination Employment Statistics (LODES) processing system. This includes data sources, data processing methodology, confidentiality protection methodology, some quality measures, and a high-level description of the published data. The intended audience for this document includes LODES data users, Local Employment Dynamics (LED) Partnership members, U.S. Census Bureau management, program quality auditors, and current and future research and development staff members.
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  • Working Paper

    Housing Capital and Intergenerational Mobility in the United States

    August 2025

    Working Paper Number:

    CES-25-55

    Housing represents the most important capital asset for most U.S. families. Despite substantial analysis of the intergenerational mobility of income, large gaps in our knowledge of the distribution of housing assets and their transmission over time remain, as housing is generally not reflected by income flows. Using novel linked data that combines survey responses with administrative tax data and information on ownership and valuation from property tax records for over 3.4 million families, we provide new evidence on the intergenerational transmission of housing capital. We find that housing capital is more persistent across generations than labor income. We document important disparities between average housing outcomes for White and Black children. These difference persist even conditional on parent rank in the distribution of housing assets, with the gap growing throughout the parental housing capital distribution. A decomposition shows that average differences in children's labor market outcomes associated with parental assets explain about half of the observed intergenerational persistence (a 'labor income channel'), and that there is also a substantial 'direct channel' ' conditional on children having the same earnings, children of parents with more housing assets have more assets themselves on average. The direct channel is also important for explaining the intergenerational gap in outcomes of Black and White children. Finally, we present quasi-experimental evidence that local housing supply constraints help explain spatial differences in intergenerational persistence across US counties. Our results establish the importance of housing markets, both independently from and jointly with labor markets, in shaping the intergenerational persistence of economic resources.
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  • Working Paper

    The Effect of the Minimum Wage on Childcare Establishments

    August 2025

    Working Paper Number:

    CES-25-53

    Childcare is essential for working families, yet it remains increasingly unaffordable and inaccessible for parents and offers poverty-level wages to many employees. While research suggests minimum wage policies may improve the welfare of low-wage workers, there is also evidence they may increase firm exits, especially among smaller, low-profit firms, which could reduce access and harm consumer well-being. This study is the first to examine these trade-offs in the childcare industry, a labor-intensive, highly regulated sector where capital-labor substitution is limited, and to provide evidence on how minimum wage policies affect a dual-sector labor market in the U.S., where self-employed and waged providers serve overlapping markets. Using variation from state-level minimum wage increases between 1995 and 2019 and unique microdata, I implement a cross-state county border discontinuity design to estimate impacts on the stocks, flows, and composition of childcare establishments. I find that while county-level aggregate establishment stocks and employment remained stable, establishment-level turnover increased, and employment decreased. I reconcile these findings by showing that minimum wage increases prompted reallocation, with larger establishments in the waged-sector more likely to enter and less likely to exit, making this one of the first studies to link null aggregate effects to shifts in establishment composition. Finally, I show that minimum wage increases may negatively affect the self-employed sector, resulting in fewer owners with advanced degrees and more with only high school education. These findings suggest that minimum wage policies reshape who provides care in ways that could affect both quality and access.
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  • Working Paper

    Credit Access in the United States

    July 2025

    Working Paper Number:

    CES-25-45

    We construct new population-level linked administrative data to study households' access to credit in the United States. These data reveal large differences in credit access by race, class, and hometown. By age 25, Black individuals, those who grew up in low-income families, and those who grew up in certain areas (including the Southeast and Appalachia) have significantly lower credit scores than other groups. Consistent with lower scores generating credit constraints, these individuals have smaller balances, more credit inquiries, higher credit card utilization rates, and greater use of alternative higher-cost forms of credit. Tests for alternative definitions of algorithmic bias in credit scores yield results in opposite directions. From a calibration perspective, group-level differences in credit scores understate differences in delinquency: conditional on a given credit score, Black individuals and those from low-income families fall delinquent at relatively higher rates. From a balance perspective, these groups receive lower credit scores even when comparing those with the same future repayment behavior. Addressing both of these biases and expanding credit access to groups with lower credit scores requires addressing group-level differences in delinquency rates. These delinquencies emerge soon after individuals access credit in their early twenties, often due to missed payments on credit cards, student loans, and other bills. Comprehensive measures of individuals' income profiles, income volatility, and observed wealth explain only a small portion of these repayment gaps. In contrast, we find that the large variation in repayment across hometowns mostly reflects the causal effect of childhood exposure to these places. Places that promote upward income mobility also promote repayment and expand credit access even conditional on income, suggesting that common place-level factors may drive behaviors in both credit and labor markets. We discuss suggestive evidence for several mechanisms that drive our results, including the role of social and cultural capital. We conclude that gaps in credit access by race, class, and hometown have roots in childhood environments.
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