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Papers Containing Tag(s): 'Bureau of Labor Statistics'

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Longitudinal Business Database - 138

Center for Economic Studies - 135

North American Industry Classification System - 131

Current Population Survey - 116

Longitudinal Employer Household Dynamics - 100

Bureau of Economic Analysis - 100

Internal Revenue Service - 96

National Science Foundation - 96

Standard Industrial Classification - 94

Employer Identification Numbers - 82

Annual Survey of Manufactures - 79

Ordinary Least Squares - 70

National Bureau of Economic Research - 70

Census Bureau Disclosure Review Board - 68

American Community Survey - 66

Economic Census - 65

Total Factor Productivity - 64

Census of Manufactures - 55

Social Security Administration - 55

Federal Statistical Research Data Center - 53

Metropolitan Statistical Area - 53

Business Register - 52

Federal Reserve Bank - 52

Quarterly Census of Employment and Wages - 49

Alfred P Sloan Foundation - 46

County Business Patterns - 43

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

Business Dynamics Statistics - 40

Survey of Income and Program Participation - 40

Census Bureau Business Register - 39

Social Security - 38

Disclosure Review Board - 37

Quarterly Workforce Indicators - 36

Decennial Census - 34

Standard Statistical Establishment List - 34

Department of Labor - 33

Unemployment Insurance - 32

Cornell University - 32

Protected Identification Key - 31

University of Chicago - 31

Research Data Center - 31

Social Security Number - 30

Special Sworn Status - 30

University of Maryland - 29

Service Annual Survey - 27

Federal Reserve System - 26

Census Bureau Longitudinal Business Database - 26

Cobb-Douglas - 25

Office of Management and Budget - 22

Local Employment Dynamics - 20

2010 Census - 19

International Trade Research Report - 19

American Economic Review - 19

Business Employment Dynamics - 19

Employer Characteristics File - 18

LEHD Program - 18

Longitudinal Firm Trade Transactions Database - 18

Department of Homeland Security - 18

Census of Manufacturing Firms - 18

Department of Economics - 17

Characteristics of Business Owners - 17

Financial, Insurance and Real Estate Industries - 17

Kauffman Foundation - 17

Occupational Employment Statistics - 16

National Institute on Aging - 16

Generalized Method of Moments - 16

Small Business Administration - 16

Retail Trade - 16

Permanent Plant Number - 16

Department of Commerce - 15

Organization for Economic Cooperation and Development - 15

Employment History File - 14

Postal Service - 14

National Income and Product Accounts - 14

Quarterly Journal of Economics - 14

Cornell Institute for Social and Economic Research - 14

Core Based Statistical Area - 14

IQR - 13

Herfindahl Hirschman Index - 13

Individual Characteristics File - 13

Master Address File - 13

Michigan Institute for Teaching and Research in Economics - 13

American Economic Association - 13

Harmonized System - 13

Journal of Economic Literature - 13

University of Michigan - 13

Standard Occupational Classification - 12

Office of Personnel Management - 12

National Longitudinal Survey of Youth - 12

Company Organization Survey - 12

Survey of Business Owners - 12

Bureau of Labor - 12

Patent and Trademark Office - 12

New York Times - 12

W-2 - 11

National Center for Health Statistics - 11

Board of Governors - 11

World Trade Organization - 11

PSID - 11

NBER Summer Institute - 11

New York University - 11

Current Employment Statistics - 11

TFPQ - 11

Labor Productivity - 11

Business Master File - 11

Labor Turnover Survey - 10

VAR - 10

Journal of Labor Economics - 10

Review of Economics and Statistics - 10

Census Bureau Center for Economic Studies - 10

Establishment Micro Properties - 10

Energy Information Administration - 9

Environmental Protection Agency - 9

COVID-19 - 9

Composite Person Record - 9

Department of Agriculture - 9

Successor Predecessor File - 9

AKM - 9

Journal of Political Economy - 9

Council of Economic Advisers - 9

Wholesale Trade - 9

Sloan Foundation - 9

Detailed Earnings Records - 9

Customs and Border Protection - 9

Information and Communication Technology Survey - 9

BLS Handbook of Methods - 9

Agency for Healthcare Research and Quality - 9

Employer-Household Dynamics - 8

Herfindahl-Hirschman - 8

Census of Retail Trade - 8

Annual Business Survey - 8

Integrated Longitudinal Business Database - 8

Accommodation and Food Services - 8

United States Census Bureau - 8

Ohio State University - 8

Columbia University - 8

General Accounting Office - 8

Boston College - 8

Technical Services - 8

Survey of Industrial Research and Development - 8

Urban Institute - 8

Person Validation System - 8

Securities and Exchange Commission - 8

Business Register Bridge - 8

UC Berkeley - 8

JOLTS - 8

Limited Liability Company - 8

Michigan Institute for Data Science - 8

Federal Tax Information - 8

United Nations - 8

Retirement History Survey - 8

University of California Los Angeles - 8

North American Industry Classi - 8

Journal of Economic Perspectives - 8

Census Bureau Business Dynamics Statistics - 8

Statistics Canada - 8

Economic Research Service - 8

Medical Expenditure Panel Survey - 8

Harvard University - 8

Administrative Records - 8

American Statistical Association - 8

Social and Economic Supplement - 7

National Institutes of Health - 7

Consumer Expenditure Survey - 7

Business R&D and Innovation Survey - 7

North American Free Trade Agreement - 7

National Establishment Time Series - 7

National Academy of Sciences - 7

Yale University - 7

Business Services - 7

COMPUSTAT - 7

Center for Administrative Records Research - 7

MIT Press - 7

American Housing Survey - 7

Census Industry Code - 7

National Employer Survey - 6

CDF - 6

Agriculture, Forestry - 6

Cumulative Density Function - 6

Department of Education - 6

Stanford University - 6

Earned Income Tax Credit - 6

Federal Trade Commission - 6

Department of Justice - 6

Management and Organizational Practices Survey - 6

Business Research and Development and Innovation Survey - 6

National Center for Science and Engineering Statistics - 6

Integrated Public Use Microdata Series - 6

Census Numident - 6

Ewing Marion Kauffman Foundation - 6

Annual Survey of Entrepreneurs - 6

Review of Economic Studies - 6

Center for Research in Security Prices - 6

Department of Housing and Urban Development - 6

Census of Services - 6

Business Formation Statistics - 6

Census 2000 - 6

Kauffman Firm Survey - 6

Department of Energy - 5

Oil and Gas Extraction - 5

University of Texas - 5

Nonemployer Statistics - 5

Supplemental Nutrition Assistance Program - 5

Health and Retirement Study - 5

Educational Services - 5

University of Toronto - 5

International Trade Commission - 5

Russell Sage Foundation - 5

2SLS - 5

Disability Insurance - 5

Personally Identifiable Information - 5

Federal Reserve Bank of Chicago - 5

TFPR - 5

Indian Health Service - 5

Public Administration - 5

Initial Public Offering - 5

George Mason University - 5

Stern School of Business - 5

Georgetown University - 5

World Bank - 5

Fabricated Metal Products - 5

Centers for Disease Control and Prevention - 4

Survey of Consumer Finances - 4

Arts, Entertainment - 4

IZA - 4

Heckscher-Ohlin - 4

Data Management System - 4

Person Identification Validation System - 4

Paycheck Protection Program - 4

Princeton University - 4

European Commission - 4

Housing and Urban Development - 4

ASEC - 4

Professional Services - 4

Foreign Direct Investment - 4

1940 Census - 4

Journal of Human Resources - 4

National Health Interview Survey - 4

Linear Probability Models - 4

Temporary Assistance for Needy Families - 4

Department of Defense - 4

Public Use Micro Sample - 4

State Energy Data System - 4

Wal-Mart - 4

Federal Insurance Contribution Act - 4

Commodity Flow Survey - 4

Journal of International Economics - 4

International Standard Industrial Classification - 4

Securities Data Company - 4

Penn State University - 4

Pollution Abatement Costs and Expenditures - 4

National Research Council - 4

Consolidated Metropolitan Statistical Areas - 4

Legal Form of Organization - 3

MAF-ARF - 3

Minnesota Population Center - 3

Adjusted Gross Income - 3

MTO - 3

Citizenship and Immigration Services - 3

New England County Metropolitan - 3

Computer Assisted Personal Interview - 3

SSA Numident - 3

Current Population Survey Annual Social and Economic Supplement - 3

DOB - 3

Manufacturing Energy Consumption Survey - 3

European Union - 3

Pew Research Center - 3

PIKed - 3

Federal Government - 3

CAAA - 3

Health Care and Social Assistance - 3

HHS - 3

Value Added - 3

Research and Development - 3

Princeton University Press - 3

Probability Density Function - 3

IBM - 3

Census Bureau Master Address File - 3

Summary Earnings Records - 3

Duke University - 3

Society of Labor Economists - 3

Social Security Disability Insurance - 3

Journal of Econometrics - 3

Insurance Information Institute - 3

Sample Edited Detail File - 3

Supreme Court - 3

Boston Research Data Center - 3

Electronic Data Interchange - 3

Chicago RDC - 3

E32 - 3

WECD - 3

Cambridge University Press - 3

employed - 99

employ - 98

labor - 97

workforce - 91

recession - 79

payroll - 71

employee - 67

manufacturing - 62

growth - 60

earnings - 60

econometric - 60

economist - 59

production - 58

sector - 56

industrial - 55

macroeconomic - 54

survey - 51

market - 50

sale - 49

quarterly - 48

expenditure - 44

enterprise - 44

revenue - 41

demand - 40

entrepreneurship - 38

worker - 37

estimating - 37

agency - 35

labor statistics - 34

gdp - 34

endogeneity - 34

economically - 32

report - 32

statistical - 31

job - 30

entrepreneur - 30

employment growth - 30

occupation - 28

respondent - 28

census employment - 28

investment - 28

aggregate - 28

unemployed - 27

efficiency - 26

hiring - 26

salary - 26

trend - 25

census bureau - 25

employment data - 25

productivity growth - 25

layoff - 24

entrepreneurial - 24

employment statistics - 24

longitudinal - 24

estimation - 24

produce - 24

earner - 23

company - 23

establishment - 23

industry productivity - 22

data - 22

microdata - 21

proprietor - 20

productive - 20

employment dynamics - 20

economic census - 20

earn - 19

data census - 19

census data - 19

export - 19

acquisition - 19

innovation - 19

hire - 19

organizational - 19

estimates employment - 19

workplace - 19

unemployment rates - 18

finance - 18

profit - 18

financial - 18

regress - 17

proprietorship - 17

incentive - 17

research census - 17

corporation - 17

spillover - 16

growth productivity - 16

metropolitan - 16

regression - 16

work census - 15

employment estimates - 15

labor productivity - 15

manufacturer - 15

shift - 14

population - 14

welfare - 14

employment unemployment - 14

employee data - 14

profitability - 14

technological - 14

insurance - 14

housing - 14

residential - 14

state - 14

accounting - 14

tenure - 14

relocation - 13

disparity - 13

inventory - 13

productivity dispersion - 13

recessionary - 13

import - 13

monopolistic - 13

depreciation - 13

leverage - 13

econometrician - 13

employment count - 13

socioeconomic - 12

retailer - 12

wholesale - 12

retail - 12

filing - 12

irs - 12

enrollment - 12

poverty - 12

resident - 12

price - 12

firms productivity - 12

heterogeneity - 12

specialization - 12

productivity dynamics - 12

multinational - 12

startup - 12

venture - 12

clerical - 12

employing - 12

turnover - 12

aggregation - 12

rates employment - 11

bias - 11

discrimination - 11

information census - 11

hispanic - 11

employer household - 11

regional - 11

decline - 11

statistician - 11

declining - 11

merger - 11

minority - 10

disadvantaged - 10

labor markets - 10

consumption - 10

residence - 10

tariff - 10

disclosure - 10

financing - 10

corporate - 10

federal - 10

cost - 10

average - 10

outsourcing - 10

regressing - 10

coverage - 10

datasets - 10

regulation - 10

employment flows - 9

migration - 9

relocate - 9

commerce - 9

incorporated - 9

state employment - 9

compensation - 9

censuses surveys - 9

2010 census - 9

rural - 9

debt - 9

neighborhood - 9

investor - 9

equity - 9

factor productivity - 9

younger firms - 9

immigrant - 9

longitudinal employer - 9

employment trends - 9

commodity - 9

competitor - 9

productivity measures - 9

aggregate productivity - 9

reallocation productivity - 9

analysis - 9

indicator - 9

workforce indicators - 9

exporter - 9

business data - 9

founder - 9

endogenous - 9

decade - 9

aging - 9

researcher - 9

region - 9

dispersion productivity - 8

sector productivity - 8

prevalence - 8

consumer - 8

loan - 8

patent - 8

prospect - 8

innovate - 8

relocating - 8

woman - 8

geographically - 8

shock - 8

bankruptcy - 8

product - 8

sourcing - 8

productivity increases - 8

trends employment - 8

buyer - 8

yearly - 8

measures employment - 8

mobility - 8

trends labor - 8

wages productivity - 8

ownership - 8

retirement - 8

area - 8

exogeneity - 7

measures productivity - 7

effects employment - 7

unemployment insurance - 7

benefit - 7

union - 7

agriculture - 7

inflation - 7

spending - 7

ethnicity - 7

census survey - 7

technology - 7

productivity estimates - 7

stock - 7

wage growth - 7

firms employment - 7

firms young - 7

warehousing - 7

wealth - 7

home - 7

firms census - 7

estimator - 7

use census - 7

tax - 7

employment earnings - 7

forecast - 7

department - 7

record - 7

policy - 7

worker demographics - 7

classified - 7

classification - 7

subsidiary - 7

externality - 7

businesses census - 7

census years - 7

surveys censuses - 7

rent - 7

census business - 7

employment measures - 7

opportunity - 7

census research - 7

factory - 7

empirical - 7

grocery - 6

productivity variation - 6

paper census - 6

good - 6

lender - 6

racial - 6

race - 6

shareholder - 6

job growth - 6

outsourced - 6

gender - 6

pricing - 6

firms grow - 6

industry growth - 6

quantity - 6

discrepancy - 6

autoregressive - 6

rate - 6

contract - 6

utilization - 6

emission - 6

industry variation - 6

econometrically - 6

recession employment - 6

rates productivity - 6

shipment - 6

exporting - 6

custom - 6

database - 6

startup firms - 6

segregation - 6

imputation - 6

supplier - 6

analysis productivity - 6

employment recession - 6

economic statistics - 6

confidentiality - 6

firm growth - 6

producing - 6

growth firms - 6

owned businesses - 6

study - 6

restructuring - 6

agglomeration economies - 6

agglomeration - 6

capital - 6

warehouse - 5

productivity analysis - 5

percentile - 5

businesses grow - 5

compliance - 5

country - 5

community - 5

eligibility - 5

gain - 5

purchase - 5

lending - 5

credit - 5

employment effects - 5

household surveys - 5

productivity shocks - 5

city - 5

immigration - 5

migrate - 5

migrating - 5

earnings age - 5

insured - 5

bank - 5

funding - 5

prices products - 5

competitiveness - 5

migrant - 5

income data - 5

sectoral - 5

industry concentration - 5

analyst - 5

imported - 5

importer - 5

ethnic - 5

medicare - 5

healthcare - 5

regulatory - 5

industrial classification - 5

classifying - 5

epa - 5

productivity differences - 5

regulation productivity - 5

reporting - 5

workers earnings - 5

foreign - 5

regional economic - 5

associate - 5

trading - 5

downturn - 5

employment wages - 5

industry employment - 5

increase employment - 5

estimates productivity - 5

fluctuation - 5

innovative - 5

ssa - 5

information - 5

industry output - 5

profitable - 5

owner - 5

research - 5

volatility - 5

subsidy - 5

merchandise - 4

small businesses - 4

crime - 4

assessed - 4

provided census - 4

pandemic - 4

rurality - 4

creditor - 4

town - 4

sociology - 4

takeover - 4

invention - 4

manufacturing productivity - 4

unobserved - 4

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wage regressions - 4

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larger firms - 4

borrowing - 4

borrow - 4

substitute - 4

survey income - 4

level productivity - 4

expense - 4

income survey - 4

black - 4

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matching - 4

medicaid - 4

earnings employees - 4

earnings workers - 4

observed productivity - 4

plant productivity - 4

monopolistically - 4

franchising - 4

restaurant - 4

executive - 4

tech - 4

importing - 4

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census use - 4

public - 4

startups employees - 4

wage gap - 4

collateral - 4

transition - 4

impact - 4

exogenous - 4

firm dynamics - 4

pension - 4

health insurance - 4

insurance coverage - 4

linked census - 4

census file - 4

wage data - 4

privacy - 4

innovator - 4

productivity firms - 4

effect wages - 4

international trade - 4

growth employment - 4

business owners - 4

dependent - 4

moving - 4

commute - 4

productivity wage - 4

yield - 4

employment entrepreneurship - 4

heterogeneous - 4

retailing - 4

coverage employer - 4

pollution - 4

environmental - 4

statistical agencies - 4

capital productivity - 4

educated - 4

distribution - 3

mandate - 3

employed census - 3

childcare - 3

poorer - 3

trade costs - 3

borrower - 3

citizen - 3

investment productivity - 3

innovation productivity - 3

innovating - 3

invest - 3

firms age - 3

urban - 3

risk - 3

security - 3

midwest - 3

firms size - 3

banking - 3

renter - 3

disaster - 3

estimates production - 3

policymakers - 3

impact employment - 3

consolidated - 3

taxpayer - 3

1040 - 3

enforcement - 3

latino - 3

refinery - 3

renewable - 3

corp - 3

elasticity - 3

uninsured - 3

maternal - 3

export market - 3

employment production - 3

establishments data - 3

business startups - 3

small firms - 3

customer - 3

technology adoption - 3

subsidized - 3

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employment distribution - 3

budget - 3

parental - 3

fertility - 3

wages production - 3

wage industries - 3

firm innovation - 3

premium - 3

enrollee - 3

insurance premiums - 3

manager - 3

oligopolistic - 3

oligopoly - 3

publicly - 3

industry wages - 3

practices productivity - 3

liquidation - 3

bankrupt - 3

debtor - 3

manufacturing industries - 3

wage differences - 3

survey data - 3

statistical disclosure - 3

women earnings - 3

characteristics businesses - 3

income year - 3

assessing - 3

generation - 3

taxation - 3

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inference - 3

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family - 3

foreign trade - 3

exemption - 3

regressors - 3

diversify - 3

environmental regulation - 3

polluting - 3

employment changes - 3

equilibrium - 3

geography - 3

race census - 3

conglomerate - 3

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retiree - 3

segregated - 3

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Viewing papers 41 through 50 of 340


  • Working Paper

    Federal-Local Partnerships on Immigration Law Enforcement: Are the Policies Effective in Reducing Violent Victimization?

    April 2023

    Working Paper Number:

    CES-23-18

    Our understanding of how immigration enforcement impacts crime has been informed by data from the police crime statistics. This study complements existing research by using longitudinal multilevel data from the National Crime Victimization Survey (NCVS) for 2005-2014 to simultaneously assess the impact of the three predominant immigration policies that have been implemented in local communities. The results indicate that the activation of Secure Communities and 287(g) task force agreements significantly increased violent victimization risk among Latinos, whereas they showed no evident impact on victimization risk among non-Latino Whites and Blacks. The activation of 287(g) jail enforcement agreements and anti-detainer policies had no significant impact on violent victimization risk during the period.Contrary to their stated purpose of enhancing public safety, our results show that the Secure Communities program and 287(g) task force agreements did not reduce crime, but instead eroded security in American communities by increasing the likelihood that Latinos experienced violent victimization. These results support the Federal government's ending of 287(g) task force agreements and its more recent move to end the Secure Communities program. Additionally, the results of our study add to the evidence challenging claims that anti-detainer policies pose a threat to violence risk.
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  • Working Paper

    Building the Census Bureau Index of Economic Activity (IDEA)

    March 2023

    Working Paper Number:

    CES-23-15

    The Census Bureau Index of Economic Activity (IDEA) is constructed from 15 of the Census Bureau's primary monthly economic time series. The index is intended to provide a single time series reflecting, to the extent possible, the variation over time in the whole set of component series. The component series provide monthly measures of activity in retail and wholesale trade, manufacturing, construction, international trade, and business formations. Most of the input series are Principal Federal Economic Indicators. The index is constructed by applying the method of principal components analysis (PCA) to the time series of monthly growth rates of the seasonally adjusted component series, after standardizing the growth rates to series with mean zero and variance 1. Similar PCA approaches have been used for the construction of other economic indices, including the Chicago Fed National Activity Index issued by the Federal Reserve Bank of Chicago, and the Weekly Economic Index issued by the Federal Reserve Bank of New York. While the IDEA is constructed from time series of monthly data, it is calculated and published every business day, and so is updated whenever a new monthly value is released for any of its component series. Since release dates of data values for a given month vary across the component series, with slight variations in the monthly release date for any one component series, updates to the index are frequent. It is unavoidably the case that, at almost all updates, some of the component series lack observations for the current (most recent) data month. To address this situation, component series that are one month behind are predicted (nowcast) for the current index month, using a multivariate autoregressive time series model. This report discusses the input series to the index, the construction of the index by PCA, and the nowcasting procedure used. The report then examines some properties of the index and its relation to quarterly U.S. Gross Domestic Product and to some monthly non-Census Bureau economic indicators.
    View Full Paper PDF
  • Working Paper

    Who's Most Exposed to International Shocks? Estimating Differences in Import Price Sensitivity across U.S. Demographic Groups

    March 2023

    Working Paper Number:

    CES-23-13R

    Differences in consumption patterns across demographic groups mean that international price shocks differentially affect such groups. We construct import price indexes for U.S. households that vary by age, race, marital status, education, and urban status. Black households and urban households experienced significantly higher import price inflation from 1996-2018 compared to other groups, such as white households and rural households. Sensitivity to international price shocks varies widely, implying movements in exchange rates and foreign prices, both during our sample and during the Covid-19 pandemic, drove sizable differences in import price inflation ' and total inflation ' across households.
    View Full Paper PDF
  • Working Paper

    Using Restricted-Access ACS Data to Examine Economic and Noneconomic Factors of Interstate Migration By Race and Ethnicity

    March 2023

    Working Paper Number:

    CES-23-12

    We explore how determinants of internal migration differ between Black non-Hispanics, White non-Hispanics, and Hispanics using micro-level, restricted-use American Community Survey (ACS) data matched to data on attributes of sub-geographies down to the county level. This paper extends the discussion of internal migration in the U.S. by not only observing relationships between economic and noneconomic factors and household-level propensities to migrate, but also how these relationships differ across race and ethnicity within smaller geographies than have been explored in previous literature. We show that when controlling for household and location characteristics, minorities have a lower propensity to migrate than White households and document nuances in the responsiveness of internal migration to individual and locational attributes by racial and ethnic population subgroups.
    View Full Paper PDF
  • Working Paper

    Methodology on Creating the U.S. Linked Retail Health Clinic (LiRHC) Database

    March 2023

    Working Paper Number:

    CES-23-10

    Retail health clinics (RHCs) are a relatively new type of health care setting and understanding the role they play as a source of ambulatory care in the United States is important. To better understand these settings, a joint project by the Census Bureau and National Center for Health Statistics used data science techniques to link together data on RHCs from Convenient Care Association, County Business Patterns Business Register, and National Plan and Provider Enumeration System to create the Linked RHC (LiRHC, pronounced 'lyric') database of locations throughout the United States during the years 2018 to 2020. The matching methodology used to perform this linkage is described, as well as the benchmarking, match statistics, and manual review and quality checks used to assess the resulting matched data. The large majority (81%) of matches received quality scores at or above 75/100, and most matches were linked in the first two (of eight) matching passes, indicating high confidence in the final linked dataset. The LiRHC database contained 2,000 RHCs and found that 97% of these clinics were in metropolitan statistical areas and 950 were in the South region of the United States. Through this collaborative effort, the Census Bureau and National Center for Health Statistics strive to understand how RHCs can potentially impact population health as well as the access and provision of health care services across the nation.
    View Full Paper PDF
  • Working Paper

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

    November 2022

    Working Paper Number:

    CES-22-54

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

    LEHD Snapshot Documentation, Release S2021_R2022Q4

    November 2022

    Working Paper Number:

    CES-22-51

    The Longitudinal Employer-Household Dynamics (LEHD) data at the U.S. Census Bureau is a quarterly database of linked employer-employee data covering over 95% of employment in the United States. These data are used to produce a number of public-use tabulations and tools, including the Quarterly Workforce Indicators (QWI), LEHD Origin-Destination Employment Statistics (LODES), Job-to-Job Flows (J2J), and Post-Secondary Employment Outcomes (PSEO) data products. Researchers on approved projects may also access the underlying LEHD microdata directly, in the form of the LEHD Snapshot restricted-use data product. This document provides a detailed overview of the LEHD Snapshot as of release S2021_R2022Q4, including user guidance, variable codebooks, and an overview of the approvals needed to obtain access. Updates to the documentation for this and future snapshot releases will be made available in HTML format on the LEHD website.
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  • Working Paper

    Exploring New Ways to Classify Industries for Energy Analysis and Modeling

    November 2022

    Working Paper Number:

    CES-22-49

    Combustion, other emitting processes and fossil energy use outside the power sector have become urgent concerns given the United States' commitment to achieving net-zero greenhouse gas emissions by 2050. Industry is an important end user of energy and relies on fossil fuels used directly for process heating and as feedstocks for a diverse range of applications. Fuel and energy use by industry is heterogeneous, meaning even a single product group can vary broadly in its production routes and associated energy use. In the United States, the North American Industry Classification System (NAICS) serves as the standard for statistical data collection and reporting. In turn, data based on NAICS are the foundation of most United States energy modeling. Thus, the effectiveness of NAICS at representing energy use is a limiting condition for current expansive planning to improve energy efficiency and alternatives to fossil fuels in industry. Facility-level data could be used to build more detail into heterogeneous sectors and thus supplement data from Bureau of the Census and U.S Energy Information Administration reporting at NAICS code levels but are scarce. This work explores alternative classification schemes for industry based on energy use characteristics and validates an approach to estimate facility-level energy use from publicly available greenhouse gas emissions data from the U.S. Environmental Protection Agency (EPA). The approaches in this study can facilitate understanding of current, as well as possible future, energy demand. First, current approaches to the construction of industrial taxonomies are summarized along with their usefulness for industrial energy modeling. Unsupervised machine learning techniques are then used to detect clusters in data reported from the U.S. Department of Energy's Industrial Assessment Center program. Clusters of Industrial Assessment Center data show similar levels of correlation between energy use and explanatory variables as three-digit NAICS codes. Interestingly, the clusters each include a large cross section of NAICS codes, which lends additional support to the idea that NAICS may not be particularly suited for correlation between energy use and the variables studied. Fewer clusters are needed for the same level of correlation as shown in NAICS codes. Initial assessment shows a reasonable level of separation using support vector machines with higher than 80% accuracy, so machine learning approaches may be promising for further analysis. The IAC data is focused on smaller and medium-sized facilities and is biased toward higher energy users for a given facility type. Cladistics, an approach for classification developed in biology, is adapted to energy and process characteristics of industries. Cladistics applied to industrial systems seeks to understand the progression of organizations and technology as a type of evolution, wherein traits are inherited from previous systems but evolve due to the emergence of inventions and variations and a selection process driven by adaptation to pressures and favorable outcomes. A cladogram is presented for evolutionary directions in the iron and steel sector. Cladograms are a promising tool for constructing scenarios and summarizing directions of sectoral innovation. The cladogram of iron and steel is based on the drivers of energy use in the sector. Phylogenetic inference is similar to machine learning approaches as it is based on a machine-led search of the solution space, therefore avoiding some of the subjectivity of other classification systems. Our prototype approach for constructing an industry cladogram is based on process characteristics according to the innovation framework derived from Schumpeter to capture evolution in a given sector. The resulting cladogram represents a snapshot in time based on detailed study of process characteristics. This work could be an important tool for the design of scenarios for more detailed modeling. Cladograms reveal groupings of emerging or dominant processes and their implications in a way that may be helpful for policymakers and entrepreneurs, allowing them to see the larger picture, other good ideas, or competitors. Constructing a cladogram could be a good first step to analysis of many industries (e.g. nitrogenous fertilizer production, ethyl alcohol manufacturing), to understand their heterogeneity, emerging trends, and coherent groupings of related innovations. Finally, validation is performed for facility-level energy estimates from the EPA Greenhouse Gas Reporting Program. Facility-level data availability continues to be a major challenge for industrial modeling. The method outlined by (McMillan et al. 2016; McMillan and Ruth 2019) allows estimating of facility level energy use based on mandatory greenhouse gas reporting. The validation provided here is an important step for further use of this data for industrial energy modeling.
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  • Working Paper

    Opening the Black Box: Task and Skill Mix and Productivity Dispersion

    September 2022

    Working Paper Number:

    CES-22-44

    An important gap in most empirical studies of establishment-level productivity is the limited information about workers' characteristics and their tasks. Skill-adjusted labor input measures have been shown to be important for aggregate productivity measurement. Moreover, the theoretical literature on differences in production technologies across businesses increasingly emphasizes the task content of production. Our ultimate objective is to open this black box of tasks and skills at the establishment-level by combining establishment-level data on occupations from the Bureau of Labor Statistics (BLS) with a restricted-access establishment-level productivity dataset created by the BLS-Census Bureau Collaborative Micro-productivity Project. We take a first step toward this objective by exploring the conceptual, specification, and measurement issues to be confronted. We provide suggestive empirical analysis of the relationship between within-industry dispersion in productivity and tasks and skills. We find that within-industry productivity dispersion is strongly positively related to within-industry task/skill dispersion.
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  • Working Paper

    Trade Liberalization and Labor-Market Outcomes: Evidence from US Matched Employer-Employee Data

    September 2022

    Working Paper Number:

    CES-22-42

    We use matched employer-employee data to examine outcomes among workers initially employed within and outside manufacturing after trade liberalization with China. We find that exposure to this shock operates predominantly through workers' counties (versus industries), that larger own industry and downstream exposure typically reduce relative earnings, and that greater upstream exposure often raises them. The latter is particularly important outside manufacturing: while we find substantial and persistent predicted declines in relative earnings among manufacturing workers, those outside manufacturing are generally predicted to experience relative earnings gains. Investigation of employment reactions indicates they account for a small share of the earnings effect.
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