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

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Longitudinal Business Database - 137

Center for Economic Studies - 135

North American Industry Classification System - 130

Current Population Survey - 116

Bureau of Economic Analysis - 100

Longitudinal Employer Household Dynamics - 99

Internal Revenue Service - 96

National Science Foundation - 96

Standard Industrial Classification - 94

Employer Identification Numbers - 81

Annual Survey of Manufactures - 79

Ordinary Least Squares - 70

National Bureau of Economic Research - 70

Census Bureau Disclosure Review Board - 67

American Community Survey - 66

Economic Census - 65

Total Factor Productivity - 64

Census of Manufactures - 55

Social Security Administration - 55

Metropolitan Statistical Area - 53

Federal Statistical Research Data Center - 52

Business Register - 52

Federal Reserve Bank - 52

Quarterly Census of Employment and Wages - 48

Alfred P Sloan Foundation - 45

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

County Business Patterns - 42

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

Cornell University - 32

Unemployment Insurance - 31

Protected Identification Key - 31

University of Chicago - 31

Research Data Center - 31

Social Security Number - 30

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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

LEHD Program - 18

Longitudinal Firm Trade Transactions Database - 18

Department of Homeland Security - 18

Census of Manufacturing Firms - 18

Employer Characteristics File - 17

Characteristics of Business Owners - 17

Financial, Insurance and Real Estate Industries - 17

Kauffman Foundation - 17

Occupational Employment Statistics - 16

Department of Economics - 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

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

IQR - 12

Standard Occupational Classification - 12

Office of Personnel Management - 12

National Longitudinal Survey of Youth - 12

Company Organization Survey - 12

Herfindahl Hirschman Index - 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

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

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

Energy Information Administration - 8

Environmental Protection Agency - 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

Herfindahl-Hirschman - 7

National Academy of Sciences - 7

Yale University - 7

Employer-Household Dynamics - 7

United Nations - 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

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

Department of Energy - 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

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 - 98

employ - 97

labor - 97

workforce - 90

recession - 79

payroll - 71

employee - 67

manufacturing - 62

growth - 60

earnings - 60

econometric - 60

economist - 59

production - 58

sector - 56

industrial - 55

macroeconomic - 53

survey - 51

market - 50

sale - 49

quarterly - 48

expenditure - 44

enterprise - 44

revenue - 41

demand - 40

entrepreneurship - 38

estimating - 37

worker - 36

agency - 35

labor statistics - 34

gdp - 34

endogeneity - 34

report - 32

statistical - 31

economically - 31

entrepreneur - 30

employment growth - 30

job - 29

respondent - 28

census employment - 28

investment - 28

aggregate - 28

occupation - 27

unemployed - 27

efficiency - 26

hiring - 26

salary - 26

trend - 25

census bureau - 25

employment data - 25

productivity growth - 25

entrepreneurial - 24

employment statistics - 24

longitudinal - 24

estimation - 24

produce - 24

earner - 23

layoff - 23

company - 23

establishment - 23

industry productivity - 22

data - 22

microdata - 21

proprietor - 20

productive - 20

employment dynamics - 20

economic census - 20

data census - 19

census data - 19

export - 19

acquisition - 19

innovation - 19

hire - 19

organizational - 19

estimates employment - 19

workplace - 19

finance - 18

profit - 18

financial - 18

earn - 18

proprietorship - 17

incentive - 17

unemployment rates - 17

research census - 17

corporation - 17

regress - 16

spillover - 16

growth productivity - 16

metropolitan - 16

regression - 16

work census - 15

employment estimates - 15

labor productivity - 15

manufacturer - 15

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

inventory - 13

productivity dispersion - 13

recessionary - 13

import - 13

monopolistic - 13

depreciation - 13

shift - 13

leverage - 13

econometrician - 13

employment count - 13

retailer - 12

wholesale - 12

retail - 12

filing - 12

irs - 12

disparity - 12

enrollment - 12

poverty - 12

resident - 12

price - 12

firms productivity - 12

heterogeneity - 12

relocation - 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

socioeconomic - 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

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

relocate - 8

innovate - 8

relocating - 8

migration - 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

employment flows - 8

area - 8

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

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

exogeneity - 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

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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

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epa - 5

productivity differences - 5

regulation productivity - 5

reporting - 5

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industry employment - 5

increase employment - 5

estimates productivity - 5

fluctuation - 5

innovative - 5

ssa - 5

information - 5

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profitable - 5

owner - 5

research - 5

volatility - 5

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merchandise - 4

small businesses - 4

crime - 4

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provided census - 4

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takeover - 4

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manufacturing productivity - 4

unobserved - 4

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matching - 4

medicaid - 4

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observed productivity - 4

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census use - 4

public - 4

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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

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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

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firms age - 3

urban - 3

risk - 3

security - 3

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renter - 3

disaster - 3

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premium - 3

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manager - 3

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publicly - 3

industry wages - 3

practices productivity - 3

liquidation - 3

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manufacturing industries - 3

wage differences - 3

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characteristics businesses - 3

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employment changes - 3

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geography - 3

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efficient - 3

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Viewing papers 91 through 100 of 339


  • Working Paper

    Why are employer-sponsored health insurance premiums higher in the public sector than in the private sector?

    February 2019

    Working Paper Number:

    CES-19-03

    In this article, we examine the factors explaining differences in public and private sector health insurance premiums for enrollees with single coverage. We use data from the 2000 and 2014 Medical Expenditure Panel Survey-Insurance Component, along with decomposition methods, to explore the relative explanatory importance of plan features and benefit generosity, such as deductibles and other forms of cost sharing, basic employee characteristics (e.g., age, gender, and education), and unionization. While there was little difference in public and private sector premiums in 2000, by 2014, public premiums had exceeded private premiums by 14 to 19 percent. We find that differences in plan characteristics played a substantial role in explaining premium differences in 2014, but they were not the only, or even the most important, factor. Differences in worker age, gender, marital status, and educational attainment were also important factors, as was workforce unionization.
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  • Working Paper

    Predictive Analytics and Organizational Architecture: Plant-Level Evidence from Census Data

    January 2019

    Working Paper Number:

    CES-19-02

    We examine trends in the use of predictive analytics for a sample of more than 25,000 manufacturing plants using proprietary data from the US Census Bureau. Comparing 2010 and 2015, we find that use of predictive analytics has increased markedly, with the greatest use in younger plants, professionally-managed firms, more educated workforces, and stable industries. Decisions on data to be gathered originate from headquarters and are associated with less delegation of decision-making and more widespread awareness of quantitative targets among plant employees. Performance targets become more accurate, long-term oriented, and linked to company-wide performance, and management incentives strengthen, both in terms of monetary bonuses and career outcomes. Plants increasing predictive analytics become more efficient, with lower inventory, increased volume of shipments, narrower product mix, reduced management payroll and increased use of flexible and temporary employees. Results are robust to a specification based on increased government demand for data.
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  • Working Paper

    Early-Stage Business Formation: An Analysis of Applications for Employer Identification Numbers

    December 2018

    Working Paper Number:

    CES-18-52

    This paper reports on the development and analysis of a newly constructed dataset on the early stages of business formation. The data are based on applications for Employer Identification Numbers (EINs) submitted in the United States, known as IRS Form SS-4 filings. The goal of the research is to develop high-frequency indicators of business formation at the national, state, and local levels. The analysis indicates that EIN applications provide forward-looking and very timely information on business formation. The signal of business formation provided by counts of applications is improved by using the characteristics of the applications to model the likelihood that applicants become employer businesses. The results also suggest that EIN applications are related to economic activity at the local level. For example, application activity is higher in counties that experienced higher employment growth since the end of the Great Recession, and application counts grew more rapidly in counties engaged in shale oil and gas extraction. Finally, the paper provides a description of new public-use dataset, the 'Business Formation Statistics (BFS),' that contains new data series on business applications and formation. The initial release of the BFS shows that the number of business applications in the 3rd quarter of 2017 that have relatively high likelihood of becoming job creators is still far below pre-Great Recession levels.
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  • Working Paper

    Growing Oligopolies, Prices, Output, and Productivity

    November 2018

    Authors: Sharat Ganapati

    Working Paper Number:

    CES-18-48

    American industries have grown more concentrated over the last forty years. In the absence of productivity innovation, this should lead to price hikes and output reductions, decreasing consumer welfare. Using public data from 1972-2012, I use price data to disentangle revenue from output. Difference-in-difference estimates show that industry concentration increases are positively correlated to productivity and real output growth, uncorrelated with price changes and overall payroll, and negatively correlated with labor's revenue share. I rationalize these results in a simple model of competition. Productive industries (with growing oligopolists) expand real output and hold down prices, raising consumer welfare, while maintaining or reducing their workforces, lowering labor's share of output.
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  • Working Paper

    Development of Survey Questions on Robotics Expenditures and Use in U.S. Manufacturing Establishments

    October 2018

    Working Paper Number:

    CES-18-44

    The U.S. Census Bureau in partnership with a team of external researchers developed a series of questions on the use of robotics in U.S. manufacturing establishments. The questions include: (1) capital expenditures for new and used industrial robotic equipment in 2018, (2) number of industrial robots in operation in 2018, and (3) number of industrial robots purchased in 2018. These questions are to be included in the 2018 Annual Survey of Manufactures. This paper documents the background and cognitive testing process used for the development of these questions.
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  • Working Paper

    Hiring through Startup Acquisitions: Preference Mismatch and Employee Departures

    September 2018

    Authors: J. Daniel Kim

    Working Paper Number:

    CES-18-41

    This paper investigates the effectiveness of startup acquisitions as a hiring strategy. Unlike conventional hires who choose to join a new firm on their own volition, most acquired employees do not have a voice in the decision to be acquired, much less by whom to be acquired. The lack of worker agency may result in a preference mismatch between the acquired employees and the acquiring firm, leading to elevated rates of turnover. Using comprehensive employee-employer matched data from the US Census, I document that acquired workers are significantly more likely to leave compared to regular hires. By constructing a novel peer-based proxy for worker preferences, I show that acquired employees who prefer to work for startups ' rather than established firms ' are the most likely to leave after the acquisition, lending support to the preference mismatch theory. Moreover, these departures suggest a deeper strategic cost of competitive spawning: upon leaving, acquired workers are more likely to found their own companies, many of which appear to be competitive threats that impair the acquirer's long-run performance.
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  • Working Paper

    LEHD Infrastructure S2014 files in the FSRDC

    September 2018

    Authors: Lars Vilhuber

    Working Paper Number:

    CES-18-27R

    The Longitudinal Employer-Household Dynamics (LEHD) Program at the U.S. Census Bureau, with the support of several national research agencies, maintains a set of infrastructure files using administrative data provided by state agencies, enhanced with information from other administrative data sources, demographic and economic (business) surveys and censuses. The LEHD Infrastructure Files provide a detailed and comprehensive picture of workers, employers, and their interaction in the U.S. economy. This document describes the structure and content of the 2014 Snapshot of the LEHD Infrastructure files as they are made available in the Census Bureau's secure and restricted-access Research Data Center network. The document attempts to provide a comprehensive description of all researcher-accessible files, of their creation, and of any modifications made to the files to facilitate researcher access.
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  • Working Paper

    Occupational Classifications: A Machine Learning Approach

    August 2018

    Working Paper Number:

    CES-18-37

    Characterizing the work that people do on their jobs is a longstanding and core issue in labor economics. Traditionally, classification has been done manually. If it were possible to combine new computational tools and administrative wage records to generate an automated crosswalk between job titles and occupations, millions of dollars could be saved in labor costs, data processing could be sped up, data could become more consistent, and it might be possible to generate, without a lag, current information about the changing occupational composition of the labor market. This paper examines the potential to assign occupations to job titles contained in administrative data using automated, machine-learning approaches. We use a new extraordinarily rich and detailed set of data on transactional HR records of large firms (universities) in a relatively narrowly defined industry (public institutions of higher education) to identify the potential for machine-learning approaches to classify occupations.
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  • Working Paper

    An Economic Analysis of Privacy Protection and Statistical Accuracy as Social Choices

    August 2018

    Working Paper Number:

    CES-18-35

    Statistical agencies face a dual mandate to publish accurate statistics while protecting respondent privacy. Increasing privacy protection requires decreased accuracy. Recognizing this as a resource allocation problem, we propose an economic solution: operate where the marginal cost of increasing privacy equals the marginal benefit. Our model of production, from computer science, assumes data are published using an efficient differentially private algorithm. Optimal choice weighs the demand for accurate statistics against the demand for privacy. Examples from U.S. statistical programs show how our framework can guide decision-making. Further progress requires a better understanding of willingness-to-pay for privacy and statistical accuracy.
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  • Working Paper

    Older and Slower: The Startup Deficit's Lasting Effects on Aggregate Productivity Growth

    June 2018

    Working Paper Number:

    CES-18-29

    We investigate the link between declining firm entry, aging incumbent firms and sluggish U.S. productivity growth. We provide a dynamic decomposition framework to characterize the contributions to industry productivity growth across the firm age distribution and apply this framework to the newly developed Revenue-enhanced Longitudinal Business Database (ReLBD). Overall, several key findings emerge: (i) the relationship between firm age and productivity growth is downward sloping and convex; (ii) the magnitudes are substantial and significant but fade quickly, with nearly 2/3 of the effect disappearing after five years and nearly the entire effect disappearing after ten; (iii) the higher productivity growth of young firms is driven nearly exclusively by the forces of selection and reallocation. Our results suggest a cumulative drag on aggregate productivity of 3.1% since 1980. Using an instrumental variables strategy we find a consistent pattern across states/MSAs in the U.S. The patterns are broadly consistent with a standard model of firm dynamics with monopolistic competition.
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