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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

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

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

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

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study - 3

globalization - 3

affluent - 3

electricity - 3

energy - 3

energy efficiency - 3

policy - 3

utility - 3

survey households - 3

debtor - 3

imputation - 3

executive - 3

equilibrium - 3

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firms import - 3

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employment trends - 3

data census - 3

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coverage - 3

grocery - 3

supermarket - 3

aging - 3

mandate - 3

concentration - 3

technology adoption - 3

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wage variation - 3

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geography - 3

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parents income - 3

employment count - 3

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restaurant - 3

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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

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capital - 3

plant - 3

manufacturing plants - 3

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woman - 3

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computer - 3

productivity variation - 3

research census - 3

observed productivity - 3

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Viewing papers 81 through 90 of 301


  • Working Paper

    Fathers, Children, and the Intergenerational Transmission of Employers

    March 2018

    Working Paper Number:

    CES-18-12

    We document the tendency of fathers in the U.S. to share employers with their sons and daughters. We show that the rate of job sharing is much higher than can be explained by the fact that fathers and sons tend to live near each other. Younger children are much more likely to share their father's employer, as are children of high-earning fathers. We find that sons' earnings at shared jobs tend to be higher than at unshared jobs but see no statistically signi?cant di'erence for daughters. Much of the earnings differential is associated with jobs at shared employers being in higher-paying industries. When we control for employer characteristics, we see a much smaller son earnings premium for working together with his father. We also investigate the impact of sharing an employer on intergenerational mobility and demonstrate that for sons, sharing an employer at some point before age 30 is associated with a higher rank in the earnings distribution as an adult but that this association is independent of the father's rank in the earnings distribution.
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  • Working Paper

    The Distributional Effects of Minimum Wages: Evidence from Linked Survey and Administrative Data

    March 2018

    Working Paper Number:

    carra-2018-02

    States and localities are increasingly experimenting with higher minimum wages in response to rising income inequality and stagnant economic mobility, but commonly used public datasets offer limited opportunities to evaluate the extent to which such changes affect earnings growth. We use administrative earnings data from the Social Security Administration linked to the Current Population Survey to overcome important limitations of public data and estimate effects of the minimum wage on growth incidence curves and income mobility profiles, providing insight into how cross-sectional effects of the minimum wage on earnings persist over time. Under both approaches, we find that raising the minimum wage increases earnings growth at the bottom of the distribution, and those effects persist and indeed grow in magnitude over several years. This finding is robust to a variety of specifications, including alternatives commonly used in the literature on employment effects of the minimum wage. Instrumental variables and subsample analyses indicate that geographic mobility likely contributes to the effects we identify. Extrapolating from our estimates suggests that a minimum wage increase comparable in magnitude to the increase experienced in Seattle between 2013 and 2016 would have blunted some, but not nearly all, of the worst income losses suffered at the bottom of the income distribution during the Great Recession.
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  • Working Paper

    Aggregating From Micro to Macro Patterns of Trade

    February 2018

    Working Paper Number:

    CES-18-10

    We develop a new framework for aggregating from micro to macro patterns of trade. We derive price indexes that determine comparative advantage across countries and sectors and the aggregate cost of living. If firms and products are imperfect substitutes, we show that these price indexes depend on variety, average demand/quality and the dispersion of demand/quality-adjusted prices, and are only weakly related to standard empirical measures of average prices, thereby providing insight for elasticity puzzles. Of the cross-section (time-series) variation in comparative advantage, 50 (90) percent is accounted for by variety and average demand/quality, with average prices contributing less than 10 percent.
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  • Working Paper

    Estimating Unequal Gains across U.S. Consumers with Supplier Trade Data

    January 2018

    Working Paper Number:

    CES-18-04

    Using supplier-level trade data, we estimate the effect on consumer welfare from changes in U.S. imports both in the aggregate and for different household income groups from 1998 to 2014. To do this, we use consumer preferences which feature non-homotheticity both within sectors and across sectors. After structurally estimating the parameters of the model, using the universe of U.S. goods imports, we construct import price indexes in which a variety is defined as a foreign establishment producing an HS10 product that is exported to the United States. We find that lower income households experienced the most import price inflation, while higher income households experienced the least import price inflation during our time period. Thus, we do not find evidence that the consumption channel has mitigated the distributional effects of trade that have occurred through the nominal income channel in the United States over the past two decades.
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  • Working Paper

    The Employee Clientele of Corporate Leverage: Evidence from Personal Labor Income Diversification

    January 2018

    Working Paper Number:

    CES-18-01

    Using employee job-level data, we empirically test the equilibrium matching between a firm's debt usage and its employee job risk aversion ('clientele effect'), as predicted by the existing theories. We measure job risk aversion for a firm's employees using their labor income concentration in the firm, calculated as the fraction of the employees' total personal labor income or total household labor income that is accounted for by their income from this particular firm. Using a sample of about 1,400 U.S. public firms from 1990-2008, we find a robust negative relation between leverage and employee job risk aversion, which is consistent with the clientele effect. Specifically, when a firm's existing employees have higher labor income concentration in it, the firm tends to have lower contemporaneous and future leverage. Moreover, in terms of new hires, firms with lower leverage are more likely to recruit employees with less alternative labor income. Our results continue to hold after we control for firm fixed effects, other employee characteristics such as wages, gender, age, race, and education, and managerial risk attitudes. Further, the matching between a firm's leverage and its workers' labor income concentration in it is more pronounced for firms with higher labor intensity and those in financial distress.
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  • Working Paper

    Capturing More Than Poverty: School Free and Reduced-Price Lunch Data and Household Income

    December 2017

    Working Paper Number:

    carra-2017-09

    Educational researchers often use National School Lunch Program (NSLP) data as a proxy for student poverty. Under NSLP policy, students whose household income is less than 130 percent of the poverty line qualify for free lunch and students whose household income is between 130 percent and 185 percent of the poverty line qualify for reduced-price lunch. Linking school administrative records for all 8th graders in a California public school district to household-level IRS income tax data, we examine how well NSLP data capture student disadvantage. We find both that there is substantial disadvantage in household income not captured by NSLP category data, and that NSLP categories capture disadvantage on test scores above and beyond household income.
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  • Working Paper

    Air Quality, Human Capital Formation and the Long-term Effects of Environmental Inequality at Birth

    May 2017

    Authors: John Voorheis

    Working Paper Number:

    carra-2017-05

    A growing body of literature suggests that pollution exposure early in life can have substantial long term effects on an individual's economic well-being as an adult, however the mechanisms for these effects remain unclear. I contribute to this literature by examining the effect of pollution exposure on several intermediate determinants of adult wages using a unique linked dataset for a large sample of individuals from two cohorts: an older cohort born around the 1970, and a younger cohort born around 1990. This dataset links responses to the American Community Survey to SSA administrative data, the universe of IRS Form 1040 tax returns, pollution concentration data from EPA air quality monitors and satellite remote sensing observations. In both OLS and IV specifications, I find that pollution exposure at birth has a large and economically significant effect on college attendance among 19-22 year olds. Using conventional estimates of the college wage premium, these effects imply that a 10 'g/m3 decrease in particulate matter exposure at birth is associated with a $190 per year increase in annual wages. This effect is smaller than the wage effects in the previous literature, which suggests that human capital acquisition associated with cognitive skills cannot fully explain the long term wage effects of pollution exposure. Indeed, I find evidence for an additional channel working through non-cognitive skill -pollution exposure at birth increases high school non-completion and incarceration among 16-24 year olds, and that these effects are concentrated within disadvantaged communities, with larger effects for non-whites and children of poor parents. I also find that pollution exposure during adolescence has statistically significant effects on high school non-completion and incarceration, but no effect on college attendance. These results suggest that the long term effects of pollution exposure on economic well-being may run through multiple channels, of which both non-cognitive skills and cognitive skills may play a role.
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  • Working Paper

    Upstream, Downstream: Diffusion and Impacts of the Universal Product Code

    January 2017

    Working Paper Number:

    CES-17-66R

    We study the adoption, diffusion, and impacts of the Universal Product Code (UPC) between 1975 and 1992, during the initial years of the barcode system. We find evidence of network effects in the diffusion process. Matched-sample difference-in-difference estimates show that firm size and trademark registrations increase following UPC adoption by manufacturers. Industry-level import penetration also increases with domestic UPC adoption. Our findings suggest that barcodes, scanning, and related technologies helped stimulate variety-enhancing product innovation and encourage the growth of international retail supply chains.
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  • Working Paper

    Social Influence and the Consumer Bankruptcy Decision

    January 2017

    Authors: Jonathan Fisher

    Working Paper Number:

    CES-17-60

    I examine the influence of neighbors on the consumer bankruptcy decision using administrative bankruptcy records linked the 2000 Decennial Census. Two empirical strategies remove unobserved common factors that affect identification. The first strategy uses small geographical areas to isolate neighborhood effects, and the second strategy identifies the effect using past bankruptcy filers who moved states. The findings from both strategies reinforce each other and confirm the role of social influence on the bankruptcy decision. Having a past bankruptcy filer move into the block from a different state increases the likelihood of filing by 10 percent.
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  • Working Paper

    Estimating the Local Productivity Spillovers from Science

    January 2017

    Working Paper Number:

    CES-17-56

    We estimate the local productivity spillovers from science by relating wages and real estate prices across metros to measures of scienti c activity in those metros. We address three fundamental challenges: (1) factor input adjustments using wages and real estate prices, along with Shepards Lemma, to estimate changes metros' productivity, which must equal changes in unit production cost; (2) unobserved differences in metros/causality using a share shift index that exploits historic variation in the mix of research in metros interacted with trends in federal funding for specific fields as an instrument; (3) unobserved differences in workers using data on the states in which people are born. Our estimates show a strong positive relationship between wages and scientifc research and a weak positive relationship for real estate prices. Overall, we estimate high rate of return to research.
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