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Papers Containing Tag(s): 'Ordinary Least Squares'

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Center for Economic Studies - 97

North American Industry Classification System - 95

Longitudinal Business Database - 93

National Science Foundation - 80

Total Factor Productivity - 76

Annual Survey of Manufactures - 74

Bureau of Labor Statistics - 70

National Bureau of Economic Research - 65

Standard Industrial Classification - 65

Current Population Survey - 61

Census Bureau Disclosure Review Board - 60

Internal Revenue Service - 59

Bureau of Economic Analysis - 58

Longitudinal Employer Household Dynamics - 55

American Community Survey - 54

Census of Manufactures - 51

Longitudinal Research Database - 45

Chicago Census Research Data Center - 44

Employer Identification Numbers - 42

Metropolitan Statistical Area - 40

Decennial Census - 38

Federal Reserve Bank - 38

Cobb-Douglas - 37

Federal Statistical Research Data Center - 32

Census of Manufacturing Firms - 32

Social Security Administration - 31

Protected Identification Key - 31

Economic Census - 30

Census Bureau Longitudinal Business Database - 29

Special Sworn Status - 29

Standard Statistical Establishment List - 28

Alfred P Sloan Foundation - 27

Disclosure Review Board - 27

University of Chicago - 26

Survey of Income and Program Participation - 23

Generalized Method of Moments - 23

Business Register - 23

Social Security - 22

Federal Reserve System - 22

Social Security Number - 20

2SLS - 19

American Economic Review - 19

Journal of Economic Literature - 19

Census Bureau Business Register - 18

Harmonized System - 18

Organization for Economic Cooperation and Development - 17

New York University - 17

2010 Census - 16

Longitudinal Firm Trade Transactions Database - 15

Department of Economics - 15

County Business Patterns - 15

Environmental Protection Agency - 15

International Trade Research Report - 15

Harvard University - 14

Research Data Center - 14

Herfindahl Hirschman Index - 14

Quarterly Journal of Economics - 14

PSID - 14

Journal of Political Economy - 14

UC Berkeley - 13

University of Michigan - 12

University of Maryland - 12

Quarterly Census of Employment and Wages - 12

Kauffman Foundation - 12

World Bank - 12

American Economic Association - 12

Cornell University - 12

W-2 - 11

National Longitudinal Survey of Youth - 11

National Center for Health Statistics - 11

Business Dynamics Statistics - 11

Department of Labor - 11

Postal Service - 11

Department of Agriculture - 11

Michigan Institute for Teaching and Research in Economics - 11

Board of Governors - 10

Columbia University - 10

Person Validation System - 10

Retirement History Survey - 10

North American Industry Classi - 10

Journal of Labor Economics - 10

World Trade Organization - 9

AKM - 9

NBER Summer Institute - 9

Business Services - 9

Department of Commerce - 9

Department of Housing and Urban Development - 9

1940 Census - 9

Retail Trade - 9

Unemployment Insurance - 9

Securities and Exchange Commission - 9

Journal of Econometrics - 9

Journal of Economic Perspectives - 9

TFPQ - 9

Quarterly Workforce Indicators - 9

Review of Economics and Statistics - 9

MIT Press - 9

Patent and Trademark Office - 8

Technical Services - 8

Office of Management and Budget - 8

Indian Health Service - 8

Department of Homeland Security - 8

Cornell Institute for Social and Economic Research - 8

Heckscher-Ohlin - 8

Wholesale Trade - 8

LEHD Program - 8

Medical Expenditure Panel Survey - 8

Person Identification Validation System - 8

Boston Research Data Center - 8

Boston College - 7

General Accounting Office - 7

Supreme Court - 7

Master Address File - 7

Characteristics of Business Owners - 7

Small Business Administration - 7

Housing and Urban Development - 7

Duke University - 7

State Energy Data System - 7

Princeton University Press - 7

Federal Reserve Board of Governors - 7

University of California Los Angeles - 7

Survey of Manufacturing Technology - 7

Electronic Data Interchange - 7

Establishment Micro Properties - 7

Journal of International Economics - 7

Computer Network Use Supplement - 7

Integrated Longitudinal Business Database - 6

Department of Education - 6

National Income and Product Accounts - 6

Initial Public Offering - 6

University of Toronto - 6

Harvard Business School - 6

National Ambient Air Quality Standards - 6

Core Based Statistical Area - 6

Bureau of Labor - 6

Princeton University - 6

Russell Sage Foundation - 6

NUMIDENT - 6

Employer-Household Dynamics - 6

Health and Retirement Study - 6

Supplemental Nutrition Assistance Program - 6

Administrative Records - 6

IQR - 6

Public Administration - 6

National Institute on Aging - 6

Labor Productivity - 6

Cambridge University Press - 6

Fabricated Metal Products - 6

Economic Research Service - 6

Consumer Expenditure Survey - 5

MTO - 5

Survey of Industrial Research and Development - 5

Value Added - 5

CAAA - 5

Washington University - 5

Earned Income Tax Credit - 5

Data Management System - 5

General Education Development - 5

Regression Discontinuity Design - 5

Individual Characteristics File - 5

Center for Research in Security Prices - 5

Employment History File - 5

Manufacturing Energy Consumption Survey - 5

Temporary Assistance for Needy Families - 5

Personally Identifiable Information - 5

Review of Economic Studies - 5

Census Bureau Center for Economic Studies - 5

Sloan Foundation - 5

Journal of Human Resources - 5

North American Free Trade Agreement - 5

Net Present Value - 5

BLS Handbook of Methods - 5

Securities Data Company - 5

University of Minnesota - 5

E32 - 5

Customs and Border Protection - 5

Census of Retail Trade - 5

New York Times - 5

Geographic Information Systems - 5

Social Security Disability Insurance - 5

National Research Council - 5

PAOC - 5

Pollution Abatement Costs and Expenditures - 5

WECD - 5

National Institutes of Health - 4

Detailed Earnings Records - 4

Federal Insurance Contribution Act - 4

Yale University - 4

Business R&D and Innovation Survey - 4

National Center for Science and Engineering Statistics - 4

Agriculture, Forestry - 4

American Immigration Council - 4

Penn State University - 4

Adjusted Gross Income - 4

Michigan Institute for Data Science - 4

Census Numident - 4

Indian Housing Information Center - 4

Individual Taxpayer Identification Numbers - 4

Council of Economic Advisers - 4

IBM - 4

Linear Probability Models - 4

Arts, Entertainment - 4

Energy Information Administration - 4

Federal Trade Commission - 4

Department of Justice - 4

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 4

CATI - 4

Standard Occupational Classification - 4

Business Register Bridge - 4

Integrated Public Use Microdata Series - 4

Disability Insurance - 4

Stanford University - 4

Management and Organizational Practices Survey - 4

Information and Communication Technology Survey - 4

Center for Administrative Records Research - 4

Foreign Direct Investment - 4

University of California - 4

Survey of Business Owners - 4

Financial, Insurance and Real Estate Industries - 4

Labor Turnover Survey - 4

Center for Administrative Records Research and Applications - 4

Local Employment Dynamics - 4

Wal-Mart - 4

International Standard Industrial Classification - 4

Stern School of Business - 4

Service Annual Survey - 4

University of Texas - 4

Federal Reserve Bank of Chicago - 4

Permanent Plant Number - 4

Consolidated Metropolitan Statistical Areas - 4

Auxiliary Establishment Survey - 4

Insurance Information Institute - 4

COMPUSTAT - 4

Social and Economic Supplement - 3

COVID-19 - 3

Business Research and Development and Innovation Survey - 3

Annual Business Survey - 3

Educational Services - 3

Code of Federal Regulations - 3

Federal Register - 3

Professional Services - 3

Medicaid Services - 3

Master Earnings File - 3

Citizenship and Immigration Services - 3

American Housing Survey - 3

MAF-ARF - 3

European Commission - 3

Computer Assisted Personal Interview - 3

Census Industry Code - 3

Census Edited File - 3

Herfindahl-Hirschman - 3

European Union - 3

Occupational Employment Statistics - 3

Accommodation and Food Services - 3

SSA Numident - 3

Carnegie Mellon University - 3

Employer Characteristics File - 3

Georgetown University - 3

Company Organization Survey - 3

JOLTS - 3

Centers for Disease Control and Prevention - 3

Statistics Canada - 3

United States Census Bureau - 3

Public Use Micro Sample - 3

United Nations - 3

IZA - 3

MWTP - 3

Computer Aided Design - 3

Census of Services - 3

Summary Earnings Records - 3

New England County Metropolitan - 3

econometric - 72

labor - 72

production - 71

manufacturing - 65

employ - 63

employed - 53

economist - 52

estimating - 51

industrial - 50

market - 50

workforce - 50

recession - 50

endogeneity - 48

growth - 47

expenditure - 46

macroeconomic - 46

investment - 43

earnings - 42

sale - 39

employee - 39

revenue - 36

demand - 35

export - 34

economically - 33

estimation - 32

produce - 32

company - 32

spillover - 28

entrepreneurship - 27

sector - 27

gdp - 27

innovation - 26

worker - 25

manufacturer - 24

heterogeneity - 24

entrepreneur - 23

housing - 23

neighborhood - 23

exporter - 23

finance - 23

profit - 23

monopolistic - 22

productivity growth - 22

technological - 22

payroll - 22

efficiency - 22

hiring - 21

salary - 21

productive - 21

occupation - 21

enterprise - 20

import - 19

poverty - 19

rent - 19

unemployed - 19

financial - 19

immigrant - 19

competitor - 19

establishment - 19

organizational - 19

acquisition - 19

ethnicity - 18

regression - 18

survey - 17

disadvantaged - 17

technology - 17

segregation - 17

incentive - 17

population - 16

welfare - 16

profitability - 16

metropolitan - 16

discrimination - 16

resident - 16

merger - 16

industry productivity - 16

econometrician - 16

residence - 15

depreciation - 15

job - 15

unobserved - 15

hispanic - 15

residential - 15

earn - 14

aggregate - 14

consumption - 14

factory - 14

leverage - 14

entrepreneurial - 14

regulation - 14

minority - 13

financing - 13

multinational - 13

product - 13

workplace - 13

venture - 13

earner - 12

statistical - 12

estimator - 12

hire - 12

investor - 12

loan - 12

debt - 12

employment growth - 12

emission - 12

trading - 12

socioeconomic - 12

enrollment - 12

schooling - 12

diversification - 12

regress - 12

respondent - 11

patent - 11

productivity dynamics - 11

layoff - 11

tariff - 11

country - 11

labor productivity - 11

ethnic - 11

pollution - 11

city - 11

immigration - 11

bias - 11

impact - 11

retirement - 11

cost - 11

regulatory - 11

exogeneity - 11

corporate - 11

relocation - 10

exporting - 10

productivity estimates - 10

growth productivity - 10

labor markets - 10

lending - 10

bankruptcy - 10

lender - 10

regional - 10

specialization - 10

endogenous - 10

environmental - 10

racial - 10

disparity - 10

segregated - 10

family - 10

productivity measures - 10

geographically - 10

incorporated - 10

estimates productivity - 10

state - 10

plant productivity - 10

educated - 9

price - 9

consumer - 9

intergenerational - 9

factor productivity - 9

prospect - 9

stock - 9

borrower - 9

borrowing - 9

outsourcing - 9

pollutant - 9

wealth - 9

tax - 9

international trade - 9

tenure - 9

regressing - 9

unemployment rates - 9

productivity analysis - 9

productivity plants - 9

opportunity - 8

census bureau - 8

spending - 8

renter - 8

investment productivity - 8

invest - 8

creditor - 8

subsidiary - 8

outsourced - 8

inventory - 8

supplier - 8

mobility - 8

bank - 8

shock - 8

corporation - 8

commodity - 8

pricing - 8

federal - 8

productivity differences - 8

migrant - 8

quarterly - 8

longitudinal - 8

producing - 8

sampling - 7

good - 7

effect wages - 7

exported - 7

productivity shocks - 7

wages productivity - 7

funding - 7

importer - 7

urban - 7

black - 7

neighbor - 7

efficient - 7

census data - 7

wage data - 7

accounting - 7

aggregate productivity - 7

union - 7

compensation - 7

labor statistics - 7

estimates employment - 7

wage changes - 7

employment dynamics - 7

rural - 7

suburb - 7

manufacturing industries - 7

relocating - 7

graduate - 6

average - 6

shipment - 6

regressors - 6

invention - 6

manufacturing productivity - 6

productivity impacts - 6

relocate - 6

investing - 6

patenting - 6

monopolistically - 6

race - 6

wage growth - 6

industry concentration - 6

wage differences - 6

epa - 6

eligible - 6

manager - 6

management - 6

productivity wage - 6

measures productivity - 6

migrate - 6

migration - 6

trend - 6

strategic - 6

home - 6

generation - 6

acquirer - 6

recessionary - 6

analysis productivity - 6

productivity increases - 6

locality - 6

firms productivity - 6

area - 6

discriminatory - 6

dependent - 6

employing - 6

proprietorship - 6

profitable - 6

gain - 5

trade costs - 5

subsidy - 5

rates productivity - 5

bankrupt - 5

region - 5

productivity size - 5

externality - 5

larger firms - 5

industry wages - 5

mexican - 5

census responses - 5

education - 5

credit - 5

commerce - 5

startup - 5

proprietor - 5

researcher - 5

competitiveness - 5

advantage - 5

diversified - 5

wholesale - 5

industry variation - 5

diversify - 5

budget - 5

customer - 5

saving - 5

wage effects - 5

wage industries - 5

eligibility - 5

managerial - 5

risk - 5

regulation productivity - 5

productivity dispersion - 5

industries estimate - 5

sourcing - 5

immigrant entrepreneurs - 5

mortality - 5

takeover - 5

firms size - 5

employer household - 5

parental - 5

fertility - 5

decade - 5

declining - 5

trends labor - 5

firms trade - 5

insurance - 5

technical - 5

parent - 5

adulthood - 5

retailer - 5

district - 5

report - 5

econometrically - 5

aggregation - 5

agricultural - 5

ownership - 5

plant investment - 5

abatement expenditures - 5

pollution abatement - 5

plants industry - 5

longitudinal employer - 5

polluting - 5

expense - 5

wage gap - 4

data - 4

sample - 4

poorer - 4

effects employment - 4

innovate - 4

liquidation - 4

equity - 4

borrow - 4

collateral - 4

exogenous - 4

practices productivity - 4

estimates pollution - 4

importing - 4

imported - 4

latino - 4

citizen - 4

census household - 4

white - 4

school - 4

fund - 4

substitute - 4

prices products - 4

residential segregation - 4

regulated - 4

banking - 4

reside - 4

pension - 4

oligopolistic - 4

foreign - 4

export market - 4

moving - 4

firms grow - 4

disability - 4

employment statistics - 4

census research - 4

census employment - 4

sectoral - 4

employment wages - 4

earnings workers - 4

startup firms - 4

startups employees - 4

maternal - 4

estimates intergenerational - 4

birth - 4

mother - 4

recession employment - 4

contract - 4

custom - 4

tech - 4

retail - 4

trade models - 4

social - 4

quantity - 4

dispersion productivity - 4

rate - 4

income neighborhoods - 4

suburban - 4

restructuring - 4

elasticity - 4

employment measures - 4

assimilation - 4

asian - 4

inference - 4

amenity - 4

agriculture - 4

shift - 4

shareholder - 4

conglomerate - 4

agency - 4

firms export - 4

firms exporting - 4

exporting firms - 4

partnership - 4

utilization - 4

environmental regulation - 4

costs pollution - 4

native - 4

immigrant population - 4

firms plants - 4

plants firms - 4

performance - 4

worker wages - 4

compliance - 4

plants industries - 4

textile - 4

estimates production - 4

associate - 3

institutional - 3

earnings gap - 3

earns - 3

ssa - 3

2010 census - 3

earnings employees - 3

grandparent - 3

innovating - 3

taxpayer - 3

capital productivity - 3

growth employment - 3

economic growth - 3

citizenship - 3

1040 - 3

immigrant workers - 3

refugee - 3

study - 3

globalization - 3

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electricity - 3

energy - 3

energy efficiency - 3

policy - 3

utility - 3

survey households - 3

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imputation - 3

executive - 3

equilibrium - 3

level productivity - 3

firms import - 3

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employment trends - 3

data census - 3

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founder - 3

pollution exposure - 3

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employment recession - 3

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foreign trade - 3

fiscal - 3

coverage - 3

grocery - 3

supermarket - 3

aging - 3

mandate - 3

concentration - 3

technology adoption - 3

filing - 3

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productivity firms - 3

model - 3

geography - 3

decline - 3

parents income - 3

employment count - 3

asset - 3

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restaurant - 3

suburbanization - 3

census years - 3

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export growth - 3

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network - 3

economic census - 3

retailing - 3

taxation - 3

share - 3

environmental expenditures - 3

house - 3

capital - 3

plant - 3

manufacturing plants - 3

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woman - 3

gender - 3

endowment - 3

computer - 3

productivity variation - 3

research census - 3

observed productivity - 3

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Viewing papers 71 through 80 of 301


  • Working Paper

    Did Timing Matter? Life Cycle Differences in Effects of Exposure to the Great Recession

    September 2019

    Authors: Kevin Rinz

    Working Paper Number:

    CES-19-25

    Exposure to a recession can have persistent, negative consequences, but does the severity of those consequences depend on when in the life cycle a person is exposed? I estimate the effects of exposure to the Great Recession on employment and earnings outcomes for groups defined by year of birth over the ten years following the beginning of the recession. With the exception of the oldest workers, all groups experience reductions in earnings and employment due to local unemployment rate shocks during the recession. Younger workers experience the largest earnings losses in percent terms (up to 13 percent), in part because recession exposure makes them persistently less likely to work for high-paying employers even as their overall employment recovers more quickly than older workers'. Younger workers also experience reductions in earnings and employment due to changes in local labor market structure associated with the recession. These effects are substantially smaller in magnitude but more persistent than the effects of unemployment rate increases.
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  • Working Paper

    Pay, Employment, and Dynamics of Young Firms

    July 2019

    Working Paper Number:

    CES-19-23

    Why do young firms pay less? Using confidential microdata from the US Census Bureau, we find lower earnings among workers at young firms. However, we argue that such measurement is likely subject to worker and firm selection. Exploiting the two-sided panel nature of the data to control for relevant dimensions of worker and firm heterogeneity, we uncover a positive and significant young-firm pay premium. Furthermore, we show that worker selection at firm birth is related to future firm dynamics, including survival and growth. We tie our empirical findings to a simple model of pay, employment, and dynamics of young firms.
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  • Working Paper

    Demographic Origins of the Startup Deficit

    July 2019

    Working Paper Number:

    CES-19-21

    We propose a simple explanation for the long-run decline in the startup rate. It was caused by a slowdown in labor supply growth since the late 1970s, largely pre-determined by demographics. This channel explains roughly two-thirds of the decline and why incumbent firm survival and average growth over the lifecycle have been little changed. We show these results in a standard model of firm dynamics and test the mechanism using shocks to labor supply growth across states. Finally, we show that a longer startup rate series imputed using historical establishment tabulations rises over the 1960-70s period of accelerating labor force growth.
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  • Working Paper

    Do Institutions Determine Economic Geography? Evidence from the Concentration of Foreign Suppliers

    February 2019

    Working Paper Number:

    CES-19-05

    Do institutions shape the geographic concentration of industrial activity? We explore this question in an international trade setting by examining the relationship between country-level institutions and patterns of spatial concentration of global sourcing. A priori, weak institutions could be associated with either dispersed or concentrated sourcing. We exploit location and transaction data on imports by U.S. firms and adapt the Ellison and Glaeser (1997) index to construct a product-country-specific measure of supplier concentration for U.S. importers. Results show that U.S. importers source in a more spatially concentrated manner from countries with weaker contract enforcement. We find support for the idea that, where formal contract enforcement is weak, local supplier networks compensate by sharing information to facilitate matching and transactions.
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  • 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

    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

    Automation, Labor Share, and Productivity: Plant-Level Evidence from U.S. Manufacturing

    September 2018

    Working Paper Number:

    CES-18-39

    This paper provides new evidence on the plant-level relationship between automation, labor and capital usage, and productivity. The evidence, based on the U.S. Census Bureau's Survey of Manufacturing Technology, indicates that more automated establishments have lower production labor share and higher capital share, and a smaller fraction of workers in production who receive higher wages. These establishments also have higher labor productivity and experience larger long-term labor share declines. The relationship between automation and relative factor usage is modelled using a CES production function with endogenous technology choice. This deviation from the standard Cobb-Douglas assumption is necessary if the within-industry differences in the capital-labor ratio are determined by relative input price differences. The CES-based total factor productivity estimates are significantly different from the ones derived under Cobb-Douglas production and positively related to automation. The results, taken together with earlier findings of the productivity literature, suggest that the adoption of automation may be one mechanism associated with the rise of superstar firms.
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  • Working Paper

    Understanding the Quality of Alternative Citizenship Data Sources for the 2020 Census

    August 2018

    Working Paper Number:

    CES-18-38R

    This paper examines the quality of citizenship data in self-reported survey responses compared to administrative records and evaluates options for constructing an accurate count of resident U.S. citizens. Person-level discrepancies between survey-collected citizenship data and administrative records are more pervasive than previously reported in studies comparing survey and administrative data aggregates. Our results imply that survey-sourced citizenship data produce significantly lower estimates of the noncitizen share of the population than would be produced from currently available administrative records; both the survey-sourced and administrative data have shortcomings that could contribute to this difference. Our evidence is consistent with noncitizen respondents misreporting their own citizenship status and failing to report that of other household members. At the same time, currently available administrative records may miss some naturalizations and capture others with a delay. The evidence in this paper also suggests that adding a citizenship question to the 2020 Census would lead to lower self-response rates in households potentially containing noncitizens, resulting in higher fieldwork costs and a lower-quality population count.
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  • Working Paper

    Do Walmart Supercenters Improve Food Security?

    June 2018

    Working Paper Number:

    CES-18-31

    This paper examines the effect of Walmart Supercenters, which lower food prices and expand food availability, on household and child food insecurity. Our food insecurity-related outcomes come from the 2001-2012 waves of the December Current Population Study Food Security Supplement. Using narrow geographic identifiers available in the restricted version of these data, we compute the distance between each household's census tract of residence and the nearest Walmart Supercenter. We estimate instrumental variables models that leverage the predictable geographic expansion patterns of Walmart Supercenters outward from Walmart's corporate headquarters. Results suggest that closer proximity to a Walmart Supercenter improves the food security of households and children, as measured by number of affirmative responses to a food insecurity questionnaire and an indicator for food insecurity. The effects are largest among low-income households and children, but are also sizeable for middle-income children.
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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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