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

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North American Industry Classification System - 101

Center for Economic Studies - 100

Longitudinal Business Database - 98

National Science Foundation - 80

Total Factor Productivity - 77

Bureau of Labor Statistics - 75

Annual Survey of Manufactures - 75

Standard Industrial Classification - 66

Census Bureau Disclosure Review Board - 65

National Bureau of Economic Research - 65

Current Population Survey - 63

Internal Revenue Service - 60

Longitudinal Employer Household Dynamics - 59

American Community Survey - 59

Bureau of Economic Analysis - 59

Census of Manufactures - 52

Longitudinal Research Database - 45

Employer Identification Numbers - 44

Chicago Census Research Data Center - 44

Metropolitan Statistical Area - 40

Federal Reserve Bank - 39

Decennial Census - 38

Cobb-Douglas - 37

Federal Statistical Research Data Center - 35

Protected Identification Key - 33

Census of Manufacturing Firms - 33

Economic Census - 32

Social Security Administration - 31

Disclosure Review Board - 30

Census Bureau Longitudinal Business Database - 29

Special Sworn Status - 29

Alfred P Sloan Foundation - 28

Standard Statistical Establishment List - 28

University of Chicago - 26

Federal Reserve System - 24

Survey of Income and Program Participation - 23

Generalized Method of Moments - 23

Business Register - 23

Social Security - 22

2SLS - 20

Social Security Number - 20

American Economic Review - 19

Journal of Economic Literature - 19

2010 Census - 18

Census Bureau Business Register - 18

Harmonized System - 18

Organization for Economic Cooperation and Development - 17

New York University - 17

Herfindahl Hirschman Index - 16

Longitudinal Firm Trade Transactions Database - 16

Department of Economics - 16

PSID - 15

Journal of Political Economy - 15

Harvard University - 15

County Business Patterns - 15

Environmental Protection Agency - 15

International Trade Research Report - 15

University of Maryland - 14

Research Data Center - 14

Quarterly Journal of Economics - 14

Department of Labor - 13

UC Berkeley - 13

W-2 - 12

Business Dynamics Statistics - 12

University of Michigan - 12

Quarterly Census of Employment and Wages - 12

Kauffman Foundation - 12

World Bank - 12

American Economic Association - 12

Cornell University - 12

Board of Governors - 11

National Longitudinal Survey of Youth - 11

National Center for Health Statistics - 11

Postal Service - 11

Department of Agriculture - 11

Michigan Institute for Teaching and Research in Economics - 11

AKM - 10

World Trade Organization - 10

Securities and Exchange Commission - 10

Department of Homeland Security - 10

Columbia University - 10

Person Validation System - 10

Retirement History Survey - 10

North American Industry Classi - 10

Journal of Labor Economics - 10

Office of Management and Budget - 9

Technical Services - 9

Hypothesis 2 - 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

Journal of Econometrics - 9

Journal of Economic Perspectives - 9

TFPQ - 9

Quarterly Workforce Indicators - 9

Review of Economics and Statistics - 9

MIT Press - 9

Duke University - 8

Establishment Micro Properties - 8

Housing and Urban Development - 8

General Accounting Office - 8

Patent and Trademark Office - 8

Indian Health Service - 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

Russell Sage Foundation - 7

MTO - 7

Department of Education - 7

Labor Productivity - 7

Boston College - 7

Supreme Court - 7

Master Address File - 7

Characteristics of Business Owners - 7

Small Business Administration - 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

Journal of International Economics - 7

Computer Network Use Supplement - 7

Linear Probability Models - 6

Individual Characteristics File - 6

Earned Income Tax Credit - 6

Center for Research in Security Prices - 6

Integrated Longitudinal Business Database - 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

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

Cambridge University Press - 6

Fabricated Metal Products - 6

Economic Research Service - 6

American Immigration Council - 5

Arts, Entertainment - 5

Professional Services - 5

Federal Trade Commission - 5

Department of Justice - 5

COVID-19 - 5

Integrated Public Use Microdata Series - 5

Census Numident - 5

Survey of Business Owners - 5

Consumer Expenditure Survey - 5

Survey of Industrial Research and Development - 5

Value Added - 5

CAAA - 5

Washington University - 5

Data Management System - 5

General Education Development - 5

Regression Discontinuity Design - 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

Educational Services - 4

Annual Business Survey - 4

Meyer et al - 4

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

Penn State University - 4

Adjusted Gross Income - 4

Michigan Institute for Data Science - 4

Indian Housing Information Center - 4

Individual Taxpayer Identification Numbers - 4

Council of Economic Advisers - 4

IBM - 4

Energy Information Administration - 4

Computer Assisted Telephone Interviews and Computer Assisted Personal Interviews - 4

CATI - 4

Standard Occupational Classification - 4

Business Register Bridge - 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

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

Commodity Flow Survey - 3

ASEC - 3

TFPR - 3

Social and Economic Supplement - 3

Business Research and Development and Innovation Survey - 3

Code of Federal Regulations - 3

Federal Register - 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

Northwestern University - 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

labor - 74

econometric - 74

production - 71

employ - 65

manufacturing - 65

employed - 55

estimating - 54

workforce - 53

market - 52

economist - 52

macroeconomic - 50

industrial - 50

recession - 50

endogeneity - 49

growth - 47

earnings - 46

expenditure - 46

investment - 43

sale - 40

employee - 39

export - 36

revenue - 36

demand - 35

estimation - 33

economically - 33

produce - 32

company - 32

gdp - 28

sector - 28

entrepreneurship - 28

spillover - 28

heterogeneity - 26

housing - 26

worker - 26

innovation - 26

neighborhood - 25

exporter - 24

finance - 24

entrepreneur - 24

manufacturer - 24

technological - 23

payroll - 23

hiring - 23

monopolistic - 23

profit - 23

occupation - 22

productivity growth - 22

efficiency - 22

enterprise - 21

unemployed - 21

poverty - 21

salary - 21

productive - 21

organizational - 20

segregation - 19

import - 19

rent - 19

financial - 19

immigrant - 19

competitor - 19

establishment - 19

acquisition - 19

welfare - 18

disadvantaged - 18

ethnicity - 18

regression - 18

unobserved - 17

discrimination - 17

profitability - 17

econometrician - 17

survey - 17

technology - 17

incentive - 17

residential - 16

population - 16

metropolitan - 16

resident - 16

merger - 16

industry productivity - 16

entrepreneurial - 15

residence - 15

depreciation - 15

job - 15

hispanic - 15

regress - 14

financing - 14

earn - 14

aggregate - 14

consumption - 14

factory - 14

leverage - 14

regulation - 14

corporate - 13

earner - 13

tariff - 13

trading - 13

schooling - 13

diversification - 13

impact - 13

socioeconomic - 13

loan - 13

debt - 13

minority - 13

multinational - 13

product - 13

workplace - 13

venture - 13

bias - 12

family - 12

statistical - 12

estimator - 12

hire - 12

investor - 12

employment growth - 12

emission - 12

enrollment - 12

incorporated - 11

segregated - 11

relocation - 11

lending - 11

lender - 11

respondent - 11

patent - 11

productivity dynamics - 11

layoff - 11

country - 11

labor productivity - 11

ethnic - 11

pollution - 11

city - 11

immigration - 11

retirement - 11

cost - 11

regulatory - 11

exogeneity - 11

quarterly - 10

unemployment rates - 10

intergenerational - 10

price - 10

regressing - 10

borrower - 10

borrowing - 10

exporting - 10

productivity estimates - 10

growth productivity - 10

labor markets - 10

bankruptcy - 10

regional - 10

specialization - 10

endogenous - 10

environmental - 10

racial - 10

disparity - 10

productivity measures - 10

geographically - 10

estimates productivity - 10

state - 10

plant productivity - 10

longitudinal - 9

neighbor - 9

renter - 9

commodity - 9

pricing - 9

federal - 9

shock - 9

mobility - 9

bank - 9

educated - 9

consumer - 9

factor productivity - 9

prospect - 9

stock - 9

outsourcing - 9

pollutant - 9

wealth - 9

tax - 9

international trade - 9

tenure - 9

productivity analysis - 9

productivity plants - 9

strategic - 8

compensation - 8

accounting - 8

opportunity - 8

census bureau - 8

spending - 8

investment productivity - 8

invest - 8

creditor - 8

subsidiary - 8

outsourced - 8

inventory - 8

supplier - 8

corporation - 8

productivity differences - 8

migrant - 8

producing - 8

trend - 7

generation - 7

shipment - 7

graduate - 7

home - 7

sampling - 7

good - 7

effect wages - 7

exported - 7

productivity shocks - 7

wages productivity - 7

funding - 7

importer - 7

urban - 7

black - 7

efficient - 7

census data - 7

wage data - 7

aggregate productivity - 7

union - 7

labor statistics - 7

estimates employment - 7

wage changes - 7

employment dynamics - 7

rural - 7

suburb - 7

manufacturing industries - 7

relocating - 7

agency - 6

parent - 6

parental - 6

earnings mobility - 6

retailer - 6

wholesale - 6

region - 6

researcher - 6

aggregation - 6

diversified - 6

equity - 6

credit - 6

average - 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

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

employment statistics - 5

parents income - 5

estimates intergenerational - 5

rate - 5

custom - 5

shift - 5

tech - 5

oligopolistic - 5

poorer - 5

income neighborhoods - 5

borrow - 5

collateral - 5

banking - 5

gain - 5

trade costs - 5

subsidy - 5

rates productivity - 5

bankrupt - 5

productivity size - 5

externality - 5

larger firms - 5

industry wages - 5

mexican - 5

census responses - 5

education - 5

commerce - 5

startup - 5

proprietor - 5

competitiveness - 5

advantage - 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

fertility - 5

decade - 5

declining - 5

trends labor - 5

firms trade - 5

insurance - 5

technical - 5

adulthood - 5

district - 5

report - 5

econometrically - 5

agricultural - 5

ownership - 5

plant investment - 5

abatement expenditures - 5

pollution abatement - 5

plants industry - 5

longitudinal employer - 5

polluting - 5

expense - 5

innovator - 4

grandparent - 4

impact employment - 4

development - 4

outcome - 4

microdata - 4

wage gap - 4

data - 4

sample - 4

effects employment - 4

innovate - 4

liquidation - 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

reside - 4

pension - 4

foreign - 4

export market - 4

moving - 4

firms grow - 4

disability - 4

census research - 4

census employment - 4

sectoral - 4

employment wages - 4

earnings workers - 4

startup firms - 4

startups employees - 4

maternal - 4

birth - 4

mother - 4

recession employment - 4

contract - 4

retail - 4

trade models - 4

social - 4

quantity - 4

dispersion productivity - 4

suburban - 4

restructuring - 4

elasticity - 4

employment measures - 4

assimilation - 4

asian - 4

inference - 4

amenity - 4

agriculture - 4

shareholder - 4

conglomerate - 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

warehousing - 3

marketing - 3

state employment - 3

unemployment insurance - 3

sociology - 3

family income - 3

inflation - 3

career - 3

earnings growth - 3

analyst - 3

forecast - 3

entry productivity - 3

applicant - 3

neighborhood income - 3

mortgage - 3

associate - 3

institutional - 3

earnings gap - 3

earns - 3

ssa - 3

2010 census - 3

earnings employees - 3

innovating - 3

employment increases - 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

affluent - 3

electricity - 3

energy - 3

energy efficiency - 3

policy - 3

utility - 3

survey households - 3

debtor - 3

imputation - 3

executive - 3

equilibrium - 3

level productivity - 3

firms import - 3

migrating - 3

enrolled - 3

employment trends - 3

data census - 3

founder - 3

pollution exposure - 3

pregnancy - 3

wages production - 3

employment recession - 3

younger firms - 3

foreign trade - 3

fiscal - 3

coverage - 3

grocery - 3

supermarket - 3

aging - 3

mandate - 3

concentration - 3

technology adoption - 3

filing - 3

wage variation - 3

percentile - 3

productivity firms - 3

model - 3

geography - 3

decline - 3

employment count - 3

asset - 3

restaurant - 3

suburbanization - 3

census years - 3

regional economic - 3

local economic - 3

export growth - 3

exports firms - 3

network - 3

economic census - 3

retailing - 3

taxation - 3

share - 3

environmental expenditures - 3

house - 3

capital - 3

plant - 3

manufacturing plants - 3

agglomeration - 3

woman - 3

gender - 3

endowment - 3

computer - 3

productivity variation - 3

research census - 3

observed productivity - 3

farm - 3

Viewing papers 21 through 30 of 311


  • Working Paper

    Leveraged Payouts: How Using New Debt to Pay Returns in Private Equity Affects Firms, Employees, Creditors, and Investors

    January 2025

    Working Paper Number:

    CES-25-12

    We study the causal effect of a large increase in firm leverage. Our setting is dividend recapitalizations in private equity (PE), where portfolio companies take on new debt to pay investor returns. After accounting for positive selection into more debt, we show that large leverage increases make firms much riskier, dramatically raising exit and bankruptcy rates but also IPOs. The debt-bankruptcy relationship is in line with Altman-Z model predictions for private firms. Dividend recapitalizations increase deal returns but reduce: (a) wages among surviving firms; (b) pre-existing loan prices; and (c) fund returns, which seems to reflect moral hazard via new fundraising. These results suggest negative implications for employees, pre-existing creditors, and investors.
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  • Working Paper

    Multinational Production and Innovation in Tandem

    October 2024

    Authors: Jin Liu

    Working Paper Number:

    CES-24-64

    Multinational firms colocate production and innovation by offshoring them to the same host country or region. In this paper, I examine the determinants of multinational firms' production and innovation locations. Exploiting plausibly exogenous variations in tariffs, I find complementarities between production and innovation within host countries and regions. To evaluate manufacturing reshoring policies, I develop a quantitative multicountry offshoring location choice model. I allow for rich colocation benefits and cross-country interdependencies and prove supermodularity of the model to solve this otherwise NP-hard problem. I find the effects of manufacturing reshoring policies are nonlinear, contingent upon firm heterogeneity, and they accumulate dynamically.
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  • Working Paper

    Entry Costs Rise with Growth

    October 2024

    Working Paper Number:

    CES-24-63

    Over time and across states in the U.S., the number of firms is more closely tied to overall employment than to output per worker. In many models of firm dynamics, trade, and growth with a free entry condition, these facts imply that the costs of creating a new firm increase sharply with productivity growth. This increase in entry costs can stem from the rising cost of labor used in entry and weak or negative knowledge spillovers from prior entry. Our findings suggest that productivity-enhancing policies will not induce firm entry, thereby limiting the total impact of such policies on welfare.
    View Full Paper PDF
  • Working Paper

    The Geography of Inventors and Local Knowledge Spillovers in R&D

    October 2024

    Authors: Brian C. Fujiy

    Working Paper Number:

    CES-24-59

    I causally estimate local knowledge spillovers in R&D and quantify their importance when implementing R&D policies. Using a new administrative panel on German inventors, I estimate these spillovers by isolating quasi-exogenous variation from the arrival of East German inventors across West Germany after the Reunification of Germany in 1990. Increasing the number of inventors by 1% increases inventor productivity by 0.4%. I build a spatial model of innovation, and show that these spillovers are crucial when reducing migration costs for inventors or implementing R&D subsidies to promote economic activity.
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  • Working Paper

    Income, Wealth, and Environmental Inequality in the United States

    October 2024

    Working Paper Number:

    CES-24-57

    This paper explores the relationships between air pollution, income, wealth, and race by combining administrative data from U.S. tax returns between 1979'2016, various measures of air pollution, and sociodemographic information from linked survey and administrative data. In the first year of our data, the relationship between income and ambient pollution levels nationally is approximately zero for both non-Hispanic White and Black individuals. However, at every single percentile of the national income distribution, Black individuals are exposed to, on average, higher levels of pollution than White individuals. By 2016, the relationship between income and air pollution had steepened, primarily for Black individuals, driven by changes in where rich and poor Black individuals live. We utilize quasi-random shocks to income to examine the causal effect of changes in income and wealth on pollution exposure over a five year horizon, finding that these income'pollution elasticities map closely to the values implied by our descriptive patterns. We calculate that Black-White differences in income can explain ~10 percent of the observed gap in air pollution levels in 2016.
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  • Working Paper

    Supply Chain Adjustments to Tariff Shocks: Evidence from Firm Trade Linkages in the 2018-2019 U.S. Trade War

    August 2024

    Working Paper Number:

    CES-24-43

    We use the 2018-2019 U.S. trade war to examine how supply chains adjustments to a tariff cost shock affect imports and exports. Using confidential firm-trade linked data, we show that the decline in imports of tariffed goods was driven by discontinuations of U.S. buyer'foreign supplier relationships, reduced formation of new relationships, and exits by U.S. firms from import markets altogether. However, tariffed products where imports were concentrated in fewer suppliers had a smaller decline in import growth. We then construct measures of export exposure to import tariffs by linking tariffs paid by importing firms to their exported products. We find that the most exposed products had lower exports in 2018-2019, with most of the impact occurring in 2019.
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  • Working Paper

    Changing Opportunity: Sociological Mechanisms Underlying Growing Class Gaps and Shrinking Race Gaps in Economic Mobility

    July 2024

    Working Paper Number:

    CES-24-38

    We show that intergenerational mobility changed rapidly by race and class in recent decades and use these trends to study the causal mechanisms underlying changes in economic mobility. For white children in the U.S. born between 1978 and 1992, earnings increased for children from high-income families but decreased for children from low-income families, increasing earnings gaps by parental income ('class') by 30%. Earnings increased for Black children at all parental income levels, reducing white- Black earnings gaps for children from low-income families by 30%. Class gaps grew and race gaps shrank similarly for non-monetary outcomes such as educational attainment, standardized test scores, and mortality rates. Using a quasi-experimental design, we show that the divergent trends in economic mobility were caused by differential changes in childhood environments, as proxied by parental employment rates, within local communities defined by race, class, and childhood county. Outcomes improve across birth cohorts for children who grow up in communities with increasing parental employment rates, with larger effects for children who move to such communities at younger ages. Children's outcomes are most strongly related to the parental employment rates of peers they are more likely to interact with, such as those in their own birth cohort, suggesting that the relationship between children's outcomes and parental employment rates is mediated by social interaction. Our findings imply that community-level changes in one generation can propagate to the next generation and thereby generate rapid changes in economic mobility.
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  • Working Paper

    Urban-Biased Growth: A Macroeconomic Analysis

    June 2024

    Working Paper Number:

    CES-24-33

    After 1980, larger US cities experienced substantially faster wage growth than smaller ones. We show that this urban bias mainly reflected wage growth at large Business Services firms. These firms stand out through their high per-worker expenditure on information technology and disproportionate presence in big cities. We introduce a spatial model of investment-specific technical change that can rationalize these patterns. Using the model as an accounting framework, we find that the observed decline in the investment price of information technology capital explains most urban-biased growth by raising the profits of large Business Services firms in big cities.
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  • Working Paper

    Citizenship Question Effects on Household Survey Response

    June 2024

    Working Paper Number:

    CES-24-31

    Several small-sample studies have predicted that a citizenship question in the 2020 Census would cause a large drop in self-response rates. In contrast, minimal effects were found in Poehler et al.'s (2020) analysis of the 2019 Census Test randomized controlled trial (RCT). We reconcile these findings by analyzing associations between characteristics about the addresses in the 2019 Census Test and their response behavior by linking to independently constructed administrative data. We find significant heterogeneity in sensitivity to the citizenship question among households containing Hispanics, naturalized citizens, and noncitizens. Response drops the most for households containing noncitizens ineligible for a Social Security number (SSN). It falls more for households with Latin American-born immigrants than those with immigrants from other countries. Response drops less for households with U.S.-born Hispanics than households with noncitizens from Latin America. Reductions in responsiveness occur not only through lower unit self-response rates, but also by increased household roster omissions and internet break-offs. The inclusion of a citizenship question increases the undercount of households with noncitizens. Households with noncitizens also have much higher citizenship question item nonresponse rates than those only containing citizens. The use of tract-level characteristics and significant heterogeneity among Hispanics, the foreign-born, and noncitizens help explain why the effects found by Poehler et al. were so small. Linking administrative microdata with the RCT data expands what we can learn from the RCT.
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  • Working Paper

    School Equalization in the Shadow of Jim Crow: Causes and Consequences of Resource Disparity in Mississippi circa 1940

    May 2024

    Working Paper Number:

    CES-24-25

    A school finance equalization program established in Mississippi in 1920 failed to help many of the state's Black students'an outcome that was typical in the segregated U.S. South (Horace Mann Bond, 1934). In majority-Black school districts, local decision-makers overwhelmingly favored white schools when allotting funds from the state's preexisting per capita fund, and the resulting high expenditures on white students rendered these districts ineligible for the equalization program. Thus, while Black students residing in majority-white districts benefitted from increased spending and standards for Black schools, those in majority-Black districts continued to experience extremely low'and even worsening'school funding. We model the processes that led the so-called equalization policy to create disparities in schooling resources for Black students, and estimate effects on Black children using both a neighboring-counties design and an IV strategy. We find that local educational spending had large impacts on Black enrollment rates, as reported in the 1940 census, with Black educational attainment increasing in marginal spending. Finally, we link the 1940 and 2000 censuses to show that Black children exposed to higher levels of school expenditures had significantly more completed schooling and higher income late in life.
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