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Papers Containing Tag(s): 'Longitudinal Employer Household Dynamics'

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Bureau of Labor Statistics - 100

Longitudinal Business Database - 96

North American Industry Classification System - 92

National Science Foundation - 92

Alfred P Sloan Foundation - 90

Current Population Survey - 87

Internal Revenue Service - 84

American Community Survey - 83

Census Bureau Disclosure Review Board - 81

Employer Identification Numbers - 77

Social Security Administration - 65

Quarterly Workforce Indicators - 63

Unemployment Insurance - 62

Center for Economic Studies - 59

Decennial Census - 57

Quarterly Census of Employment and Wages - 55

Ordinary Least Squares - 55

Protected Identification Key - 53

Standard Industrial Classification - 53

Disclosure Review Board - 47

Federal Statistical Research Data Center - 46

Business Register - 45

Cornell University - 42

Social Security Number - 41

International Trade Research Report - 40

Survey of Income and Program Participation - 37

Metropolitan Statistical Area - 37

Social Security - 35

Census Bureau Business Register - 33

National Bureau of Economic Research - 33

Research Data Center - 33

LEHD Program - 32

Individual Characteristics File - 31

Economic Census - 31

Employer Characteristics File - 29

Employment History File - 29

National Institute on Aging - 27

Local Employment Dynamics - 26

Federal Reserve Bank - 26

AKM - 25

Business Dynamics Statistics - 23

Department of Labor - 23

Chicago Census Research Data Center - 23

Standard Statistical Establishment List - 23

Bureau of Economic Analysis - 22

W-2 - 21

Service Annual Survey - 20

2010 Census - 20

Cornell Institute for Social and Economic Research - 19

County Business Patterns - 18

Person Validation System - 17

PSID - 17

University of Chicago - 17

University of Maryland - 17

Office of Personnel Management - 16

Census of Manufactures - 16

Core Based Statistical Area - 16

Annual Survey of Manufactures - 16

Employer-Household Dynamics - 15

Master Address File - 15

Special Sworn Status - 15

National Longitudinal Survey of Youth - 14

Census Numident - 14

Business Register Bridge - 14

Business Employment Dynamics - 14

Composite Person Record - 13

University of Michigan - 13

Total Factor Productivity - 13

American Economic Review - 13

American Economic Association - 13

Census Bureau Longitudinal Business Database - 13

Department of Economics - 12

Technical Services - 12

National Center for Health Statistics - 12

Patent and Trademark Office - 11

Integrated Longitudinal Business Database - 11

Office of Management and Budget - 11

Successor Predecessor File - 11

Journal of Labor Economics - 11

Postal Service - 11

Financial, Insurance and Real Estate Industries - 11

Indian Health Service - 10

Retail Trade - 10

Organization for Economic Cooperation and Development - 10

Kauffman Foundation - 10

Labor Turnover Survey - 10

National Institutes of Health - 9

Company Organization Survey - 9

Department of Homeland Security - 9

COVID-19 - 9

Housing and Urban Development - 9

Sloan Foundation - 9

Quarterly Journal of Economics - 9

Herfindahl Hirschman Index - 8

Center for Research in Security Prices - 8

Michigan Institute for Teaching and Research in Economics - 8

Person Identification Validation System - 8

United States Census Bureau - 8

Occupational Employment Statistics - 8

Columbia University - 8

Federal Reserve System - 8

Integrated Public Use Microdata Series - 8

Disability Insurance - 8

Accommodation and Food Services - 8

New York Times - 8

Journal of Political Economy - 8

Department of Housing and Urban Development - 8

Duke University - 8

American Housing Survey - 8

North American Industry Classi - 8

Business Master File - 8

Securities and Exchange Commission - 7

CDF - 7

Agriculture, Forestry - 7

Cumulative Density Function - 7

Stanford University - 7

Educational Services - 7

NBER Summer Institute - 7

Urban Institute - 7

Review of Economics and Statistics - 7

Journal of Economic Literature - 7

New York University - 7

Data Management System - 7

Survey of Business Owners - 7

MIT Press - 7

Harvard University - 7

Census Bureau Business Dynamics Statistics - 7

Small Business Administration - 7

Federal Tax Information - 7

Census of Manufacturing Firms - 7

Longitudinal Research Database - 7

BLS Handbook of Methods - 7

Census 2000 - 7

JOLTS - 7

Environmental Protection Agency - 6

Annual Survey of Entrepreneurs - 6

Department of Education - 6

MAF-ARF - 6

Department of Health and Human Services - 6

Ohio State University - 6

Standard Occupational Classification - 6

Health Care and Social Assistance - 6

University of Toronto - 6

Generalized Method of Moments - 6

IZA - 6

North American Free Trade Agreement - 6

Personally Identifiable Information - 6

Society of Labor Economists - 6

Council of Economic Advisers - 6

Survey of Industrial Research and Development - 6

Probability Density Function - 6

Agency for Healthcare Research and Quality - 6

Characteristics of Business Owners - 6

Health and Retirement Study - 6

University of California Los Angeles - 6

Journal of Econometrics - 6

Initial Public Offering - 6

Census Bureau Center for Economic Studies - 6

Oil and Gas Extraction - 5

Social and Economic Supplement - 5

National Employer Survey - 5

Nonemployer Statistics - 5

Board of Governors - 5

Earned Income Tax Credit - 5

Survey of Consumer Finances - 5

Boston College - 5

Wholesale Trade - 5

Public Administration - 5

2SLS - 5

Department of Defense - 5

ASEC - 5

Bureau of Labor - 5

Business Services - 5

University of Minnesota - 5

UC Berkeley - 5

Cobb-Douglas - 5

Information and Communication Technology Survey - 5

Russell Sage Foundation - 5

CAAA - 5

Ewing Marion Kauffman Foundation - 5

American Statistical Association - 5

Sample Edited Detail File - 5

Consolidated Metropolitan Statistical Areas - 5

Department of Energy - 4

IQR - 4

Herfindahl-Hirschman - 4

University of California - 4

Citizenship and Immigration Services - 4

General Accounting Office - 4

Professional Services - 4

World Trade Organization - 4

Federal Insurance Contribution Act - 4

Individual Taxpayer Identification Numbers - 4

SSA Numident - 4

Pew Research Center - 4

George Mason University - 4

Centers for Disease Control and Prevention - 4

Census Industry Code - 4

Detailed Earnings Records - 4

HHS - 4

Arts, Entertainment - 4

Medical Expenditure Panel Survey - 4

Center for Administrative Records Research - 4

Journal of Economic Perspectives - 4

Georgetown University - 4

National Ambient Air Quality Standards - 4

Current Employment Statistics - 4

Center for Administrative Records Research and Applications - 4

Kauffman Firm Survey - 4

Statistics Canada - 4

Public Use Micro Sample - 4

National Research Council - 4

WECD - 4

Research and Development - 3

Adjusted Gross Income - 3

MTO - 3

Economic Research Service - 3

PIKed - 3

Review of Economic Studies - 3

Geographic Information Systems - 3

Net Present Value - 3

Princeton University - 3

Medicaid Services - 3

Social Science Research Institute - 3

Master Beneficiary Record - 3

Computer Assisted Personal Interview - 3

Supplemental Nutrition Assistance Program - 3

World Bank - 3

1940 Census - 3

Yale University - 3

National Income and Product Accounts - 3

Temporary Assistance for Needy Families - 3

Harvard Business School - 3

National Opinion Research Center - 3

DOB - 3

Business Research and Development and Innovation Survey - 3

Federal Government - 3

Federal Reserve Board of Governors - 3

American Immigration Council - 3

Business R&D and Innovation Survey - 3

European Union - 3

Commodity Flow Survey - 3

United Nations - 3

NUMIDENT - 3

Securities Data Company - 3

Labor Productivity - 3

Establishment Micro Properties - 3

Foreign Direct Investment - 3

Permanent Plant Number - 3

employ - 126

employed - 125

workforce - 121

employee - 102

labor - 100

earnings - 80

payroll - 61

recession - 56

worker - 54

hiring - 45

job - 42

salary - 41

economist - 41

survey - 37

entrepreneurship - 35

entrepreneur - 34

econometric - 34

quarterly - 34

unemployed - 33

earner - 32

census employment - 32

hire - 31

endogeneity - 30

heterogeneity - 30

tenure - 30

census bureau - 29

workplace - 26

employment dynamics - 26

earn - 25

estimating - 25

occupation - 24

agency - 24

employment statistics - 24

venture - 24

layoff - 23

longitudinal - 23

employing - 23

employment data - 22

employee data - 22

longitudinal employer - 22

respondent - 21

entrepreneurial - 21

statistical - 21

employer household - 21

census data - 20

data - 20

report - 18

acquisition - 18

turnover - 18

data census - 18

enterprise - 17

company - 17

research census - 17

employment estimates - 17

employment growth - 17

revenue - 17

macroeconomic - 16

shift - 16

incentive - 16

immigrant - 16

residential - 16

residence - 16

economic census - 16

discrimination - 15

population - 14

ethnicity - 14

disadvantaged - 14

employment earnings - 14

innovation - 14

aging - 14

unemployment rates - 13

opportunity - 13

work census - 13

housing - 13

industrial - 13

employment count - 13

metropolitan - 13

socioeconomic - 12

migration - 12

disclosure - 12

minority - 12

finance - 12

investment - 12

bias - 12

segregation - 12

researcher - 12

establishment - 12

ethnic - 12

migrant - 12

rent - 12

estimation - 12

analysis - 12

workforce indicators - 12

labor statistics - 12

economically - 11

regress - 11

disparity - 11

labor markets - 11

neighborhood - 11

growth - 11

patent - 11

compensation - 11

immigration - 11

organizational - 11

employment wages - 11

workers earnings - 11

econometrician - 11

wage data - 11

estimates employment - 11

founder - 11

employment flows - 10

relocation - 10

proprietor - 10

department - 10

sector - 10

welfare - 10

earnings employees - 10

endogenous - 10

unobserved - 10

trend - 10

worker demographics - 10

prospect - 10

mobility - 10

state - 10

retirement - 10

accounting - 10

microdata - 10

earnings workers - 10

clerical - 10

relocate - 9

corporate - 9

record - 9

irs - 9

spillover - 9

hispanic - 9

expenditure - 9

employment trends - 9

poverty - 9

imputation - 9

resident - 9

insurance - 9

wealth - 9

matching - 9

datasets - 9

information census - 8

database - 8

proprietorship - 8

censuses surveys - 8

debt - 8

race - 8

investor - 8

profit - 8

funding - 8

patenting - 8

innovative - 8

wages employment - 8

wage growth - 8

employment unemployment - 8

migrate - 8

tax - 8

use census - 8

innovate - 8

statistician - 8

bankruptcy - 8

employment measures - 8

census survey - 8

associate - 7

merger - 7

racial - 7

effect wages - 7

effects employment - 7

black - 7

inventory - 7

trends employment - 7

migrating - 7

manufacturing - 7

filing - 7

moving - 7

intergenerational - 7

leverage - 7

earnings age - 7

study - 7

research - 7

recession employment - 7

startup - 7

state employment - 7

corporation - 6

executive - 6

incorporated - 6

coverage - 6

employed census - 6

recessionary - 6

wage earnings - 6

market - 6

ssa - 6

home - 6

earnings growth - 6

refugee - 6

medicaid - 6

earnings inequality - 6

gdp - 6

household surveys - 6

pension - 6

federal - 6

unemployment insurance - 6

wages productivity - 6

census research - 6

linked census - 6

census business - 6

competitor - 6

measures employment - 6

privacy - 6

wage changes - 6

wage variation - 6

paper census - 6

exogeneity - 5

graduate - 5

institutional - 5

earnings gap - 5

assessed - 5

employment effects - 5

financial - 5

financing - 5

impact - 5

family - 5

maternal - 5

commute - 5

invention - 5

innovator - 5

younger firms - 5

firms young - 5

immigrant workers - 5

export - 5

woman - 5

renter - 5

worker wages - 5

transition - 5

native - 5

regressing - 5

aggregate - 5

saving - 5

model - 5

union - 5

startups employees - 5

industry employment - 5

rates employment - 5

citizen - 5

confidentiality - 5

decline - 5

restructuring - 5

employment entrepreneurship - 5

wage gap - 4

educated - 4

university - 4

earns - 4

career - 4

nonemployer businesses - 4

2010 census - 4

loan - 4

lender - 4

creditor - 4

shareholder - 4

enrollment - 4

wage effects - 4

urban - 4

city - 4

technological - 4

employment distribution - 4

immigrated - 4

relocating - 4

exporter - 4

multinational - 4

segregated - 4

neighbor - 4

geographically - 4

fund - 4

gender - 4

insured - 4

increase employment - 4

impact employment - 4

estimator - 4

income data - 4

wage industries - 4

contract - 4

demand - 4

productivity wage - 4

coverage employer - 4

labor productivity - 4

yearly - 4

startup firms - 4

emission - 4

pollution - 4

indicator - 4

statistical disclosure - 4

information - 4

heterogeneous - 4

statistical agencies - 4

college - 3

subsidiary - 3

consolidated - 3

firm data - 3

residing - 3

borrower - 3

takeover - 3

equity - 3

subsidy - 3

parental - 3

mother - 3

suburb - 3

innovating - 3

firms patents - 3

patents firms - 3

patenting firms - 3

specialization - 3

wage regressions - 3

mexican - 3

generation - 3

homeowner - 3

taxation - 3

medicare - 3

birth - 3

parent - 3

advancement - 3

analyst - 3

industry wages - 3

wage differences - 3

percentile - 3

manager - 3

mortality - 3

enforcement - 3

policy - 3

reporting - 3

econometrically - 3

diversification - 3

strategic - 3

business data - 3

businesses census - 3

census years - 3

sale - 3

pollutant - 3

pollution exposure - 3

regional - 3

employment changes - 3

profitability - 3

ownership - 3

empirical - 3

acquirer - 3

census file - 3

bankrupt - 3

productivity growth - 3

enrollee - 3

average - 3

discrepancy - 3

employees startups - 3

regression - 3

employment recession - 3

decade - 3

sociology - 3

corp - 3

network - 3

exemption - 3

regressors - 3

retiree - 3

measure - 3

uninsured - 3

Viewing papers 31 through 40 of 246


  • Working Paper

    Payroll Tax Incidence: Evidence from Unemployment Insurance

    June 2024

    Authors: Audrey Guo

    Working Paper Number:

    CES-24-35

    Economic models assume that payroll tax burdens fall fully on workers, but where does tax incidence fall when taxes are firm-specific and time-varying? Unemployment insurance in the United States has the key feature of varying both across employers and over time, creating the potential for labor demand responses if tax costs cannot be fully passed through to worker wages. Using state policy changes and administrative data of matched employer-employee job spells, I study how employment and earnings respond to unexpected payroll tax increases for highly exposed employers. I find significant drops in employment growth driven by lower hiring, and minimal evidence of passthrough to earnings. The negative employment effects are strongest for young workers and single-establishment firms.
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  • Working Paper

    U.S. Worker Mobility Across Establishments within Firms: Scope, Prevalence, and Effects on Worker Earnings

    May 2024

    Working Paper Number:

    CES-24-24

    Multi-establishment firms account for around 60% of U.S. workers' primary employers, providing ample opportunity for workers to change their work location without changing their employer. Using U.S. matched employer-employee data, this paper analyzes workers' access to and use of such between-establishment job transitions, and estimates the effect on workers' earnings growth of greater access, as measured by proximity of employment at other within-firm establishments. While establishment transitions are not perfectly observed, we estimate that within-firm establishment transitions account for 7.8% percent of all job transitions and 18.2% of transitions originating from the largest firms. Using variation in worker's establishment locations within their firms' establishment network, we show that having a greater share of the firm's jobs in nearby establishments generates meaningful increases in workers' earnings: a worker at the 90th percentile of earnings gains from more proximate within-firm job opportunities can expect to enjoy 2% higher average earnings over the following five years than a worker at the 10th percentile with the same baseline earnings.
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  • Working Paper

    The Impact of Immigration on Firms and Workers: Insights from the H-1B Lottery

    April 2024

    Working Paper Number:

    CES-24-19

    We study how random variation in the availability of highly educated, foreign-born workers impacts firm performance and recruitment behavior. We combine two rich data sources: 1) administrative employer-employee matched data from the US Census Bureau; and 2) firm level information on the first large-scale H-1B visa lottery in 2007. Using an event-study approach, we find that lottery wins lead to increases in firm hiring of college-educated, immigrant labor along with increases in scale and survival. These effects are stronger for small, skill-intensive, and high-productivity firms that participate in the lottery. We do not find evidence for displacement of native-born, college-educated workers at the firm level, on net. However, this result masks dynamics among more specific subgroups of incumbents that we further elucidate.
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  • Working Paper

    The Long-Term Effects of Income for At-Risk Infants: Evidence from Supplemental Security Income

    March 2024

    Working Paper Number:

    CES-24-10

    This paper examines whether a generous cash intervention early in life can "undo" some of the long-term disadvantage associated with poor health at birth. We use new linkages between several large-scale administrative datasets to examine the short-, medium-, and long-term effects of providing low-income families with low birthweight infants support through the Supplemental Security Income (SSI) program. This program uses a birthweight cutoff at 1200 grams to determine eligibility. We find that families of infants born just below this cutoff experience a large increase in cash benefits totaling about 27%of family income in the first three years of the infant's life. These cash benefits persist at lower amounts through age 10. Eligible infants also experience a small but statistically significant increase in Medicaid enrollment during childhood. We examine whether this support affects health care use and mortality in infancy, educational performance in high school, post-secondary school attendance and college degree attainment, and earnings, public assistance use, and mortality in young adulthood for all infants born in California to low-income families whose birthweight puts them near the cutoff. We also examine whether these payments had spillover effects onto the older siblings of these infants who may have also benefited from the increase in family resources. Despite the comprehensive nature of this early life intervention, we detect no improvements in any of the study outcomes, nor do we find improvements among the older siblings of these infants. These null effects persist across several subgroups and alternative model specifications, and, for some outcomes, our estimates are precise enough to rule out published estimates of the effect of early life cash transfers in other settings.
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  • Working Paper

    Scientific Talent Leaks Out of Funding Gaps

    February 2024

    Working Paper Number:

    CES-24-08

    We study how delays in NIH grant funding affect the career outcomes of research personnel. Using comprehensive earnings and tax records linked to university transaction data along with a difference-in-differences design, we find that a funding interruption of more than 30 days has a substantial effect on job placements for personnel who work in labs with a single NIH R01 research grant, including a 3 percentage point (40%) increase in the probability of not working in the US. Incorporating information from the full 2020 Decennial Census and data on publications, we find that about half of those induced into nonemployment appear to permanently leave the US and are 90% less likely to publish in a given year, with even larger impacts for trainees (postdocs and graduate students). Among personnel who continue to work in the US, we find that interrupted personnel earn 20% less than their continuously-funded peers, with the largest declines concentrated among trainees and other non-faculty personnel (such as staff and undergraduates). Overall, funding delays account for about 5% of US nonemployment in our data, indicating that they have a meaningful effect on the scientific labor force at the national level.
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  • Working Paper

    Incorporating Administrative Data in Survey Weights for the Basic Monthly Current Population Survey

    January 2024

    Working Paper Number:

    CES-24-02

    Response rates to the Current Population Survey (CPS) have declined over time, raising the potential for nonresponse bias in key population statistics. A potential solution is to leverage administrative data from government agencies and third-party data providers when constructing survey weights. In this paper, we take two approaches. First, we use administrative data to build a non-parametric nonresponse adjustment step while leaving the calibration to population estimates unchanged. Second, we use administratively linked data in the calibration process, matching income data from the Internal Return Service and state agencies, demographic data from the Social Security Administration and the decennial census, and industry data from the Census Bureau's Business Register to both responding and nonresponding households. We use the matched data in the household nonresponse adjustment of the CPS weighting algorithm, which changes the weights of respondents to account for differential nonresponse rates among subpopulations. After running the experimental weighting algorithm, we compare estimates of the unemployment rate and labor force participation rate between the experimental weights and the production weights. Before March 2020, estimates of the labor force participation rates using the experimental weights are 0.2 percentage points higher than the original estimates, with minimal effect on unemployment rate. After March 2020, the new labor force participation rates are similar, but the unemployment rate is about 0.2 percentage points higher in some months during the height of COVID-related interviewing restrictions. These results are suggestive that if there is any nonresponse bias present in the CPS, the magnitude is comparable to the typical margin of error of the unemployment rate estimate. Additionally, the results are overall similar across demographic groups and states, as well as using alternative weighting methodology. Finally, we discuss how our estimates compare to those from earlier papers that calculate estimates of bias in key CPS labor force statistics. This paper is for research purposes only. No changes to production are being implemented at this time.
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  • 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.
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  • 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

    Mixed-Effects Methods For Search and Matching Research

    September 2023

    Working Paper Number:

    CES-23-43

    We study mixed-effects methods for estimating equations containing person and firm effects. In economics such models are usually estimated using fixed-effects methods. Recent enhancements to those fixed-effects methods include corrections to the bias in estimating the covariance matrix of the person and firm effects, which we also consider.
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  • Working Paper

    Industry Wage Differentials: A Firm-Based Approach

    August 2023

    Working Paper Number:

    CES-23-40

    We revisit the estimation of industry wage differentials using linked employer-employee data from the U.S. LEHD program. Building on recent advances in the measurement of employer wage premiums, we define the industry wage effect as the employment-weighted average workplace premium in that industry. We show that cross-sectional estimates of industry differentials overstate the pay premiums due to unmeasured worker heterogeneity. Conversely, estimates based on industry movers understate the true premiums, due to unmeasured heterogeneity in pay premiums within industries. Industry movers who switch to higher-premium industries tend to leave firms in the origin sector that pay above-average premiums and move to firms in the destination sector with below-average premiums (and vice versa), attenuating the measured industry effects. Our preferred estimates reveal substantial heterogeneity in narrowly-defined industry premiums, with a standard deviation of 12%. On average, workers in higher-paying industries have higher observed and unobserved skills, widening between-industry wage inequality. There are also small but systematic differences in industry premiums across cities, with a wider distribution of pay premiums and more worker sorting in cities with more highpremium firms and high-skilled workers.
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