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

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American Community Survey - 137

Federal Statistical Research Data Center - 134

Disclosure Review Board - 129

North American Industry Classification System - 124

Internal Revenue Service - 117

Longitudinal Business Database - 116

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

Ordinary Least Squares - 60

Employer Identification Numbers - 59

Decennial Census - 59

Social Security - 53

National Bureau of Economic Research - 47

Business Register - 44

W-2 - 43

Person Validation System - 42

Federal Reserve Bank - 37

Economic Census - 36

Business Dynamics Statistics - 33

Bureau of Economic Analysis - 33

2010 Census - 33

Census Bureau Business Register - 32

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

County Business Patterns - 22

Personally Identifiable Information - 22

COVID-19 - 22

Metropolitan Statistical Area - 21

Housing and Urban Development - 21

Longitudinal Firm Trade Transactions Database - 20

Department of Economics - 20

Annual Business Survey - 20

Department of Homeland Security - 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

Quarterly Workforce Indicators - 18

Research Data Center - 18

Cobb-Douglas - 17

Special Sworn Status - 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

SSA Numident - 11

Arts, Entertainment - 11

Census Edited File - 11

Some Other Race - 11

Detailed Earnings Records - 11

Postal Service - 11

American Economic Association - 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

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

University of Michigan - 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

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

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

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

Professional Services - 7

Medicaid Services - 7

Paycheck Protection Program - 7

Employment History File - 7

Business Formation Statistics - 7

Statistics Canada - 7

Department of Justice - 7

Survey of Industrial Research and Development - 6

National Academy of Sciences - 6

Survey of Consumer Finances - 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

IBM - 6

Consumer Expenditure Survey - 6

Financial, Insurance and Real Estate Industries - 6

Business Research and Development and Innovation Survey - 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

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

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

Retirement History Survey - 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

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

2SLS - 4

State Energy Data System - 4

TFPR - 4

European Commission - 4

World Bank - 4

Kauffman Foundation - 4

University of California - 3

Employer-Household Dynamics - 3

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 3

Census of Services - 3

Survey of Manufacturing Technology - 3

Commodity Flow Survey - 3

United Nations - 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

Current Employment Statistics - 3

Federal Trade Commission - 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

John Voorheis - 22

Lucia Foster - 20

John Haltiwanger - 16

John M. Abowd - 14

Nathan Goldschlag - 12

J. David Brown - 11

Fariha Kamal - 10

Jonathan Eggleston - 10

Emin Dinlersoz - 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 - 55

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

poverty - 27

entrepreneur - 27

earner - 27

industrial - 26

economically - 26

socioeconomic - 26

ethnic - 26

estimating - 26

disclosure - 26

resident - 26

statistical - 25

entrepreneurship - 25

company - 25

racial - 25

macroeconomic - 24

export - 24

irs - 24

salary - 24

expenditure - 24

patent - 23

gdp - 23

census data - 23

enterprise - 23

race - 23

immigration - 23

sale - 22

production - 22

tax - 22

neighborhood - 21

econometric - 21

trend - 20

hiring - 20

residence - 20

agency - 20

venture - 19

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

migrant - 17

quarterly - 16

intergenerational - 16

segregation - 16

rent - 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

entrepreneurial - 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

rural - 12

funding - 12

hire - 12

establishment - 12

datasets - 12

federal - 12

innovate - 11

migration - 11

aggregate - 11

imputation - 11

proprietor - 11

census responses - 11

importer - 11

estimation - 11

manufacturer - 11

black - 11

researcher - 11

medicaid - 11

bias - 11

trading - 10

monopolistic - 10

prevalence - 10

enrolled - 10

retirement - 10

census employment - 10

parent - 10

employment growth - 10

white - 10

shipment - 9

innovative - 9

invention - 9

acquisition - 9

innovating - 9

debt - 9

eligible - 9

census disclosure - 9

income data - 9

productivity growth - 9

efficiency - 9

incorporated - 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

native - 9

urban - 9

migrate - 9

profit - 9

filing - 9

environmental - 9

emission - 9

census household - 9

mexican - 9

exporting - 8

exogeneity - 8

relocate - 8

bank - 8

adoption - 8

commerce - 8

mortgage - 8

ssa - 8

labor markets - 8

poorer - 8

multinational - 8

supplier - 8

imported - 8

borrower - 8

lending - 8

produce - 8

productive - 8

organizational - 8

city - 8

migrating - 8

geographically - 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

startup - 7

employment statistics - 7

mobility - 7

reside - 7

citizenship - 7

stock - 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

sampling - 6

university - 6

opportunity - 6

associate - 6

institutional - 6

productivity measures - 6

warehousing - 6

database - 6

labor statistics - 6

maternal - 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

banking - 6

leverage - 6

provided census - 6

epa - 6

pollution exposure - 6

sectoral - 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

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

decade - 5

education - 5

house - 5

indian - 5

benefit - 5

suburb - 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

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

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

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regulatory - 4

crime - 4

tech - 4

innovation patenting - 4

fuel - 4

asset - 4

parents income - 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

nonemployer businesses - 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

business startups - 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

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

pension - 3

estimates intergenerational - 3

grandparent - 3

budget - 3

rate - 3

sample - 3

consolidated - 3

department - 3

identifier - 3

dispersion productivity - 3

warehouse - 3

productivity variation - 3

mother - 3

preschool - 3

cohort - 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

income survey - 3

neighbor - 3

records census - 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

business data - 3

employer household - 3

employment count - 3

measures employment - 3

workforce indicators - 3

employed census - 3

statistical agencies - 3

Viewing papers 1 through 10 of 305


  • Working Paper

    Food Fight: U.S. Exporters' Adjustments to Russia's 2014 Agricultural Import Ban

    December 2025

    Working Paper Number:

    CES-25-79

    This paper examines the impact of Russia's 2014 food-import ban on U.S. firms that exported banned products to Russia. Using confidential customs transaction data, we implement triple-difference and dosage-response approaches to identify how firms adjust to the sudden loss of a market. Following the ban, treated firms experienced a 30 percentage-point decrease in the probability of exporting banned food to Russia relative to control firms. However, there is substantial heterogeneity by pre-ban reliance on the Russian market: heavily reliant firms were significantly less likely to survive once the ban was in place, and survivors experienced large reductions in revenue (19%) and total export value (49%) for each standard deviation increase in Russian market exposure. We find evidence of export redirection to neighboring countries, though it is insufficient to offset losses. Any negative impacts on survivors dissipate by five years post-ban.
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  • Working Paper

    Technology-Driven Market Concentration through Idea Allocation

    December 2025

    Working Paper Number:

    CES-25-78

    Using a newly-created measure of technology novelty, this paper identifies periods with and without technology breakthroughs from the 1980s to the 2020s in the US. It is found that market concentration decreases at the advent of revolutionary technologies. We establish a theory addressing inventors' decisions to establish new firms or join incumbents of selected sizes, yielding two key predictions: (1) A higher share of inventors opt for new firms during periods of heightened technology novelty. (2). There is positive assortative matching between idea quality and firm size if inventors join incumbents. Both predictions align with empirical findings and collectively contribute to a reduction in market concentration when groundbreaking technologies occur. Quantitative analysis shows the overall slowdown in technological breakthroughs can capture 95.9% of the rising trend in market concentration and the correlation between the model-generated and the actual detrended market concentration is 0.910.
    View Full Paper PDF
  • Working Paper

    Specialization in a Knowledge Economy

    December 2025

    Authors: Yueyuan Ma

    Working Paper Number:

    CES-25-77

    Using firm-level data from the US Census Longitudinal Business Database (LBD), this paper exhibits novel evidence about a wave of specialization experienced by US firms in the 1980s and 1990s. Specifically: (i) Firms, especially innovating ones, decreased production scope, i.e., the number of industries in which they produce. (ii) Innovation and production separated, with small firms specializing in innovation and large firms in production. Higher patent trading efficiency and stronger patent protection are proposed to explain these phenomena. An endogenous growth model is developed with potential mismatches between innovation and production. Calibrating the model suggests that increased trading efficiency and better patent protection can explain 20% of the observed production scope decrease and 108% of the innovation and production separation. They result in a 0.64 percent point increase in the annual economic growth rate. Empirical analyses provide evidence of causality from pro-patent reforms in the 1980s to the two specialization patterns.
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  • Working Paper

    Trapped or Transferred: Worker Mobility and Labor Market Power in the Energy Transition

    December 2025

    Authors: Minwoo Hyun

    Working Paper Number:

    CES-25-76

    Using matched employer-employee data covering 1.35 million US workers separated from the fossil fuel extraction industry between 1999 and 2019, I estimate how local fossil fuel labor demand shocks affect employment and earnings. Employment probabilities fall markedly after exposure, and earnings decline gradually over the first seven years with only partial recovery by ten years since exposure to the shocks. Workers who remain in the fossil fuel sector, disproportionately men in sector-specific roles, experience nearly twice the earnings losses of those who switch sectors, possibly due to limited occupational mobility. Among non-switchers, losses are larger in labor markets with high employer concentration, indicating that scarce outside options translate into lower reemployment wages and weaker bargaining positions. Geographic movers fare worse than stayers, reflecting negative selection (younger, lower-earning) and relocation to metropolitan areas where fossil fuel or low-skilled service sectors remain highly concentrated, leaving monopsony power intact.
    View Full Paper PDF
  • Working Paper

    Borrowing Constraints, Markups, and Misallocation

    December 2025

    Working Paper Number:

    CES-25-75

    We document new facts that link firms' markups to borrowing constraints: (1) less constrained firms within an industry have higher markups, especially in industries where assets are difficult to borrow against and firms rely more on earnings to borrow; (2) markup dispersion is also higher in industries where firms rely more on earnings to borrow. We explain these relationships using a standard Kimball demand model augmented with borrowing against assets and earnings. The key mechanism is a two-way feedback between markups and borrowing constraints. First, less constrained firms charge higher markups, as looser constraints allow them to attain larger market shares. Second, higher markups relax borrowing constraints when firms rely on earnings to borrow, as those with higher markups have higher earnings. This two-way feedback lowers TFP losses from markup dispersion, particularly when firms rely on earnings to borrow.
    View Full Paper PDF
  • Working Paper

    School-Based Disability Identification Varies by Student Family Income

    December 2025

    Working Paper Number:

    CES-25-74

    Currently, 18 percent of K-12 students in the United States receive additional supports through the identification of a disability. Socioeconomic status is viewed as central to understanding who gets identified as having a disability, yet limited large-scale evidence examines how disability identification varies for students from different income backgrounds. Using unique data linking information on Oregon students and their family income, we document pronounced income-based differences in how students are categorized for two school-based disability supports: special education services and Section 504 plans. We find that a quarter of students in the lowest income percentile receive supports through special education, compared with less than seven percent of students in the top income percentile. This pattern may partially reflect differences in underlying disability-related needs caused by poverty. However, we find the opposite pattern for 504 plans, where students in the top income percentiles are two times more likely to receive 504 plan supports. We further document substantial variation in these income-based differences by disability category, by race/ethnicity, and by grade level. Together, these patterns suggest that disability-related needs alone cannot account for the income-based differences that we observe and highlight the complex ways that income shapes the school and family processes that lead to variability in disability classification and services.
    View Full Paper PDF
  • Working Paper

    Gifted Identification Across the Distribution of Family Income

    December 2025

    Working Paper Number:

    CES-25-73

    Currently, 6.1 percent of K-12 students in the United States receive gifted education. Using education and IRS data that provide information on students and their family income, we show pronounced differences in who schools identify as gifted across the distribution of family income. Under 4 percent of students in the lowest income percentile are identified as gifted, compared with 20 percent of those in the top income percentile. Income-based differences persist after accounting for student test scores and exist across students of different sexes and racial/ethnic groups, underscoring the importance of family resources for gifted identification in schools.
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  • 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.
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  • Working Paper

    Optimal Stratified Sampling for Probability-Based Online Panels

    September 2025

    Working Paper Number:

    CES-25-69

    Online probability-based panels have emerged as a cost-efficient means of conducting surveys in the 21st century. While there have been various recent advancements in sampling techniques for online panels, several critical aspects of sampling theory for online panels are lacking. Much of current sampling theory from the middle of the 20th century, when response rates were high, and online panels did not exist. This paper presents a mathematical model of stratified sampling for online panels that takes into account historical response rates and survey costs. Through some simplifying assumptions, the model shows that the optimal sample allocation for online panels can largely resemble the solution for a cross-sectional survey. To apply the model, I use the Census Household Panel to show how this method could improve the average precision of key estimates. Holding fielding costs constant, the new sample rates improve the average precision of estimates between 1.47 and 17.25 percent, depending on the importance weight given to an overall population mean compared to mean estimates for racial and ethnic subgroups.
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  • 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.
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