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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 141 through 150 of 306


  • Working Paper

    Producing U.S. Population Statistics Using Multiple Administrative Sources

    November 2023

    Working Paper Number:

    CES-23-58

    We identify several challenges encountered when constructing U.S. administrative record-based (AR-based) population estimates for 2020. Though the AR estimates are higher than the 2020 Census at the national level, they are over 15 percent lower in 5 percent of counties, suggesting that locational accuracy can be improved. Other challenges include how to achieve comprehensive coverage, maintain consistent coverage across time, filter out nonresidents and people not alive on the reference date, uncover missing links across person and address records, and predict demographic characteristics when multiple ones are reported or when they are missing. We discuss several ways of addressing these issues, e.g., building in redundancy with more sources, linking children to their parents' addresses, and conducting additional record linkage for people without Social Security Numbers and for addresses not initially linked to the Census Bureau's Master Address File. We discuss modeling to predict lower levels of geography for people lacking those geocodes, the probability that a person is a U.S. resident on the reference date, the probability that an address is the person's residence on the reference date, and the probability a person is in each demographic characteristic category. Regression results illustrate how many of these challenges and solutions affect the AR county population estimates.
    View Full Paper PDF
  • Working Paper

    Output Market Power and Spatial Misallocation

    November 2023

    Authors: Santiago Franco

    Working Paper Number:

    CES-23-57

    Most product industries are local. In the U.S., firms selling goods and services to local consumers account for half of total sales and generate more than sixty percent of the nation's jobs. Competition in these industries occurs in local product markets: cities. I propose a theory of such competition in which firms have output market power. Spatial differences in local competition arise endogenously due to the spatial sorting of heterogeneous firms. The ability to charge higher markups induces more productive firms to overvalue locating in larger cities, leading to a misallocation of firms across space. The optimal policy incen tivizes productive firms to relocate to smaller cities, providing a rationale for commonly used place-based policies. I use U.S. Census establishment-level data to estimate markups and to structurally estimate the model. I document a significant heterogeneity in markups for local industries across U.S. cities. Cities in the top decile of the city-size distribution have a fifty percent lower markup than cities in the bottom decile. I use the estimated model to quantify the general equilibrium effects of place-based policies. Policies that remove markups and relocate firms to smaller cities yield sizable aggregate welfare gains.
    View Full Paper PDF
  • Working Paper

    Are Immigrants More Innovative? Evidence from Entrepreneurs

    November 2023

    Working Paper Number:

    CES-23-56

    We evaluate the contributions of immigrant entrepreneurs to innovation in the U.S. using linked survey-administrative data on 199,000 firms with a rich set of innovation measures and other firm and owner characteristics. We find that not only are immigrants more likely than natives to own businesses, but on average their firms display more innovation activities and outcomes. Immigrant owned firms are particularly more likely to create completely new products, improve previous products, use new processes, and engage in both basic and applied R&D, and their efforts are reflected in substantially higher levels of patents and productivity. Immigrant owners are slightly less likely than natives to imitate products of others and to hire more employees. Delving into potential explanations of the immigrant-native differences, we study other characteristics of entrepreneurs, access to finance, choice of industry, immigrant self-selection, and effects of diversity. We find that the immigrant innovation advantage is robust to controlling for detailed characteristics of firms and owners, it holds in both high-tech and non-high-tech industries and, with the exception of productivity, it tends to be even stronger in firms owned by diverse immigrant-native teams and by diverse immigrants from different countries. The evidence from nearly all measures that immigrants tend to operate more innovative and productive firms, together with the higher share of business ownership by immigrants, implies large contributions to U.S. innovation and growth.
    View Full Paper PDF
  • Working Paper

    Granular Income Inequality and Mobility using IDDA: Exploring Patterns across Race and Ethnicity

    November 2023

    Working Paper Number:

    CES-23-55

    Shifting earnings inequality among U.S. workers over the last five decades has been widely stud ied, but understanding how these shifts evolve across smaller groups has been difficult. Publicly available data sources typically only ensure representative data at high levels of aggregation, so they obscure many details of earnings distributions for smaller populations. We define and construct a set of granular statistics describing income distributions, income mobility and con ditional income growth for a large number of subnational groups in the U.S. for a two-decade period (1998-2019). In this paper, we use the resulting data to explore the evolution of income inequality and mobility for detailed groups defined by race and ethnicity. We find that patterns identified from the universe of tax filers and W-2 recipients that we observe differ in important ways from those that one might identify in public sources. The full set of statistics that we construct is available publicly as the Income Distributions and Dynamics in America, or IDDA, data set.
    View Full Paper PDF
  • Working Paper

    The Economic Geography of Lifecycle Human Capital Accumulation: The Competing Effects of Labor Markets and Childhood Environments

    November 2023

    Working Paper Number:

    CES-23-54

    We examine how place shapes the production of human capital across the lifecycle. We ask: do those places that most effectively produce human capital in childhood also have local labor markets that do so in adulthood? We begin by modeling wages across place as driven by 1) location-specific wage premiums, 2) adult human capital accumulation due to local labor market exposure, and 3) childhood human capital accumulation. We construct estimates of location wage premiums using AKM style estimates of movers across US commuting zones and validate these estimates using evidence from plausibly exogenous out migration from New Orleans in response to Hurricane Katrina. Next, we examine differential earnings trajectories among movers to construct estimates of human capital accumulation due to labor market exposure. We validate these estimates using wage changes of multi-time movers. Finally, we estimate the impact of place on childhood human capital production using age variation in moves during childhood. Crucially, our estimates of location wage premiums and adult human capital accumulation allow us to construct estimates of the causal effect of place during childhood that are not confounded by correlated labor market exposure. Using these estimates, we show there is a tradeoff between those places that most effectively produce human capital in childhood and the local labor markets that do so in adulthood. We find that each 1-rank increase in earnings due to adult labor market exposure trades off with a 0.43 rank decrease in earnings due to the local childhood environment. This pattern is closely linked to city size, as adult human capital accumulation generally increases with city size, while childhood human capital accumulation falls. These divergent trajectories are associated with differences in both the physical structure of cities and the nature of social interaction therein. There is no tradeoff present in the largest cities, which provide greater exposure to high-wage earners and higher levels of local investment. Finally, we examine how these patterns are reflected in local rents. Location wage premia are heavily capitalized into rents, but the determinants of lifecycle human capital accumulation are not.
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  • Working Paper

    A Tale of Two Fields? STEM Career Outcomes

    October 2023

    Working Paper Number:

    CES-23-53

    Is the labor market for US researchers experiencing the best or worst of times? This paper analyzes the market for recently minted Ph.D. recipients using supply-and-demand logic and data linking graduate students to their dissertations and W2 tax records. We also construct a new dissertation-industry 'relevance' measure, comparing dissertation and patent text and linking patents to assignee firms and industries. We find large disparities across research fields in placement (faculty, postdoc, and industry positions), earnings, and the use of specialized human capital. Thus, it appears to simultaneously be a good time for some fields and a bad time for others.
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  • Working Paper

    The Impact of Industrial Opt-Out from Utility Sponsored Energy Efficiency Programs

    October 2023

    Working Paper Number:

    CES-23-52

    Industry accounts for one-third of energy consumption in the US. Studies suggest that energy efficiency opportunities represent a potential energy resource for regulated utilities and have resulted in rate of return regulated demand-side management (DSM) and energy efficiency (EE) programs. However, many large customers are allowed to self-direct or opt-out. In the Carolinas (NC and SC), over half of industrial and large commercial customers have selected to opt out. Although these customers claim they invest in EE improvements when it is economic and cost-effective to do so, there is no mechanism to validate whether they actually achieved energy savings. This project examines the industrial energy efficiency between the program participants and non participants in the Carolinas by utilizing the non-public Census of Manufacturing data and the public list of firms that have chosen to opt out. We compare the relative energy efficiency between the stay-in and opt-out plants. The t-test results suggest opt-out plants are less efficient. However, the opt-out decisions are not random; large plants or plants belonging to large firms are more likely to opt out, possibly because they have more information and resources. We conduct a propensity score matching method to account for factors that could affect the opt-out decisions. We find that the opt-out plants perform at least as well or slightly better than the stay-in plants. The relative performance of the opt-out firms suggest that they may not need utility program resources to obtain similar levels of efficiency from the stay-in group.
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  • Working Paper

    Temperature and Local Industry Concentration

    October 2023

    Working Paper Number:

    CES-23-51

    We use plant-level data from the US Census of Manufacturers to study the short and long run effects of temperature on manufacturing activity. We document that temperature shocks significantly increase energy costs and lower the productivity of small manufacturing plants, while large plants are mostly unaffected. In US counties that experienced higher increases in average temperatures between the 1980s and the 2010s, these heterogeneous effects have led to higher concentration of manufacturing activity within large plants, and a reallocation of labor from small to large manufacturing establishments. We offer a preliminary discussion of potential mechanisms explaining why large manufacturing firms might be better equipped for long-run adaptation to climate change, including their ability to hedge across locations, easier access to finance, and higher managerial skills.
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  • Working Paper

    Antitrust Enforcement Increases Economic Activity

    October 2023

    Working Paper Number:

    CES-23-50

    We hand-collect and standardize information describing all 3,055 antitrust law suits brought by the Department of Justice (DOJ) between 1971 and 2018. Using restricted establishment-level microdata from the U.S. Census, we compare the economic outcomes of a non-tradable industry in states targeted by DOJ antitrust lawsuits to outcomes of the same industry in other states that were not targeted. We document that DOJ antitrust enforcement actions permanently increase employment by 5.4% and business formation by 4.1%. Using an event-study design, we find (1) a sharp increase in payroll that exceeds the increase in employment, meaning that DOJ antitrust enforcement increases average wages, (2) an economically smaller increase in sales that is statistically insignificant, and (3) a precise increase in the labor share. While we cannot separately measure the quantity and price of output, the increase in production inputs (employment), together with a proportionally smaller increase in sales, strongly suggests that these DOJ antitrust enforcement actions increase the quantity of output and simultaneously decrease the price of output. Our results show that government antitrust enforcement leads to persistently higher levels of economic activity in targeted industries.
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  • Working Paper

    AI Adoption in America: Who, What, and Where

    September 2023

    Working Paper Number:

    CES-23-48R

    We study the early adoption and diffusion of five AI-related technologies (automated-guided vehicles, machine learning, machine vision, natural language processing, and voice recognition) as documented in the 2018 Annual Business Survey of 850,000 firms across the United States. We find that fewer than 6% of firms used any of the AI-related technologies we measure, though most very large firms reported at least some AI use. Weighted by employment, average adoption was just over 18%. AI use in production, while varying considerably by industry, nevertheless was found in every sector of the economy and clustered with emerging technologies such as cloud computing and robotics. Among dynamic young firms, AI use was highest alongside more educated, more-experienced, and younger owners, including owners motivated by bringing new ideas to market or helping the community. AI adoption was also more common alongside indicators of high-growth entrepreneurship, including venture capital funding, recent product and process innovation, and growth-oriented business strategies. Early adoption was far from evenly distributed: a handful of 'superstar' cities and emerging hubs led startups' adoption of AI. These patterns of early AI use foreshadow economic and social impacts far beyond this limited initial diffusion, with the possibility of a growing 'AI divide' if early patterns persist.
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