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

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Longitudinal Business Database - 138

Center for Economic Studies - 135

North American Industry Classification System - 131

Current Population Survey - 116

Longitudinal Employer Household Dynamics - 100

Bureau of Economic Analysis - 100

Internal Revenue Service - 96

National Science Foundation - 96

Standard Industrial Classification - 94

Employer Identification Numbers - 82

Annual Survey of Manufactures - 79

Ordinary Least Squares - 70

National Bureau of Economic Research - 70

Census Bureau Disclosure Review Board - 68

American Community Survey - 66

Economic Census - 65

Total Factor Productivity - 64

Census of Manufactures - 55

Social Security Administration - 55

Federal Statistical Research Data Center - 53

Metropolitan Statistical Area - 53

Business Register - 52

Federal Reserve Bank - 52

Quarterly Census of Employment and Wages - 49

Alfred P Sloan Foundation - 46

County Business Patterns - 43

Chicago Census Research Data Center - 43

Longitudinal Research Database - 43

Business Dynamics Statistics - 40

Survey of Income and Program Participation - 40

Census Bureau Business Register - 39

Social Security - 38

Disclosure Review Board - 37

Quarterly Workforce Indicators - 36

Decennial Census - 34

Standard Statistical Establishment List - 34

Department of Labor - 33

Unemployment Insurance - 32

Cornell University - 32

Protected Identification Key - 31

University of Chicago - 31

Research Data Center - 31

Social Security Number - 30

Special Sworn Status - 30

University of Maryland - 29

Service Annual Survey - 27

Federal Reserve System - 26

Census Bureau Longitudinal Business Database - 26

Cobb-Douglas - 25

Office of Management and Budget - 22

Local Employment Dynamics - 20

2010 Census - 19

International Trade Research Report - 19

American Economic Review - 19

Business Employment Dynamics - 19

Employer Characteristics File - 18

LEHD Program - 18

Longitudinal Firm Trade Transactions Database - 18

Department of Homeland Security - 18

Census of Manufacturing Firms - 18

Department of Economics - 17

Characteristics of Business Owners - 17

Financial, Insurance and Real Estate Industries - 17

Kauffman Foundation - 17

Occupational Employment Statistics - 16

National Institute on Aging - 16

Generalized Method of Moments - 16

Small Business Administration - 16

Retail Trade - 16

Permanent Plant Number - 16

Department of Commerce - 15

Organization for Economic Cooperation and Development - 15

Employment History File - 14

Postal Service - 14

National Income and Product Accounts - 14

Quarterly Journal of Economics - 14

Cornell Institute for Social and Economic Research - 14

Core Based Statistical Area - 14

IQR - 13

Herfindahl Hirschman Index - 13

Individual Characteristics File - 13

Master Address File - 13

Michigan Institute for Teaching and Research in Economics - 13

American Economic Association - 13

Harmonized System - 13

Journal of Economic Literature - 13

University of Michigan - 13

Standard Occupational Classification - 12

Office of Personnel Management - 12

National Longitudinal Survey of Youth - 12

Company Organization Survey - 12

Survey of Business Owners - 12

Bureau of Labor - 12

Patent and Trademark Office - 12

New York Times - 12

W-2 - 11

National Center for Health Statistics - 11

Board of Governors - 11

World Trade Organization - 11

PSID - 11

NBER Summer Institute - 11

New York University - 11

Current Employment Statistics - 11

TFPQ - 11

Labor Productivity - 11

Business Master File - 11

Labor Turnover Survey - 10

VAR - 10

Journal of Labor Economics - 10

Review of Economics and Statistics - 10

Census Bureau Center for Economic Studies - 10

Establishment Micro Properties - 10

Energy Information Administration - 9

Environmental Protection Agency - 9

COVID-19 - 9

Composite Person Record - 9

Department of Agriculture - 9

Successor Predecessor File - 9

AKM - 9

Journal of Political Economy - 9

Council of Economic Advisers - 9

Wholesale Trade - 9

Sloan Foundation - 9

Detailed Earnings Records - 9

Customs and Border Protection - 9

Information and Communication Technology Survey - 9

BLS Handbook of Methods - 9

Agency for Healthcare Research and Quality - 9

Employer-Household Dynamics - 8

Herfindahl-Hirschman - 8

Census of Retail Trade - 8

Annual Business Survey - 8

Integrated Longitudinal Business Database - 8

Accommodation and Food Services - 8

United States Census Bureau - 8

Ohio State University - 8

Columbia University - 8

General Accounting Office - 8

Boston College - 8

Technical Services - 8

Survey of Industrial Research and Development - 8

Urban Institute - 8

Person Validation System - 8

Securities and Exchange Commission - 8

Business Register Bridge - 8

UC Berkeley - 8

JOLTS - 8

Limited Liability Company - 8

Michigan Institute for Data Science - 8

Federal Tax Information - 8

United Nations - 8

Retirement History Survey - 8

University of California Los Angeles - 8

North American Industry Classi - 8

Journal of Economic Perspectives - 8

Census Bureau Business Dynamics Statistics - 8

Statistics Canada - 8

Economic Research Service - 8

Medical Expenditure Panel Survey - 8

Harvard University - 8

Administrative Records - 8

American Statistical Association - 8

Social and Economic Supplement - 7

National Institutes of Health - 7

Consumer Expenditure Survey - 7

Business R&D and Innovation Survey - 7

North American Free Trade Agreement - 7

National Establishment Time Series - 7

National Academy of Sciences - 7

Yale University - 7

Business Services - 7

COMPUSTAT - 7

Center for Administrative Records Research - 7

MIT Press - 7

American Housing Survey - 7

Census Industry Code - 7

National Employer Survey - 6

CDF - 6

Agriculture, Forestry - 6

Cumulative Density Function - 6

Department of Education - 6

Stanford University - 6

Earned Income Tax Credit - 6

Federal Trade Commission - 6

Department of Justice - 6

Management and Organizational Practices Survey - 6

Business Research and Development and Innovation Survey - 6

National Center for Science and Engineering Statistics - 6

Integrated Public Use Microdata Series - 6

Census Numident - 6

Ewing Marion Kauffman Foundation - 6

Annual Survey of Entrepreneurs - 6

Review of Economic Studies - 6

Center for Research in Security Prices - 6

Department of Housing and Urban Development - 6

Census of Services - 6

Business Formation Statistics - 6

Census 2000 - 6

Kauffman Firm Survey - 6

Department of Energy - 5

Oil and Gas Extraction - 5

University of Texas - 5

Nonemployer Statistics - 5

Supplemental Nutrition Assistance Program - 5

Health and Retirement Study - 5

Educational Services - 5

University of Toronto - 5

International Trade Commission - 5

Russell Sage Foundation - 5

2SLS - 5

Disability Insurance - 5

Personally Identifiable Information - 5

Federal Reserve Bank of Chicago - 5

TFPR - 5

Indian Health Service - 5

Public Administration - 5

Initial Public Offering - 5

George Mason University - 5

Stern School of Business - 5

Georgetown University - 5

World Bank - 5

Fabricated Metal Products - 5

Centers for Disease Control and Prevention - 4

Survey of Consumer Finances - 4

Arts, Entertainment - 4

IZA - 4

Heckscher-Ohlin - 4

Data Management System - 4

Person Identification Validation System - 4

Paycheck Protection Program - 4

Princeton University - 4

European Commission - 4

Housing and Urban Development - 4

ASEC - 4

Professional Services - 4

Foreign Direct Investment - 4

1940 Census - 4

Journal of Human Resources - 4

National Health Interview Survey - 4

Linear Probability Models - 4

Temporary Assistance for Needy Families - 4

Department of Defense - 4

Public Use Micro Sample - 4

State Energy Data System - 4

Wal-Mart - 4

Federal Insurance Contribution Act - 4

Commodity Flow Survey - 4

Journal of International Economics - 4

International Standard Industrial Classification - 4

Securities Data Company - 4

Penn State University - 4

Pollution Abatement Costs and Expenditures - 4

National Research Council - 4

Consolidated Metropolitan Statistical Areas - 4

Legal Form of Organization - 3

MAF-ARF - 3

Minnesota Population Center - 3

Adjusted Gross Income - 3

MTO - 3

Citizenship and Immigration Services - 3

New England County Metropolitan - 3

Computer Assisted Personal Interview - 3

SSA Numident - 3

Current Population Survey Annual Social and Economic Supplement - 3

DOB - 3

Manufacturing Energy Consumption Survey - 3

European Union - 3

Pew Research Center - 3

PIKed - 3

Federal Government - 3

CAAA - 3

Health Care and Social Assistance - 3

HHS - 3

Value Added - 3

Research and Development - 3

Princeton University Press - 3

Probability Density Function - 3

IBM - 3

Census Bureau Master Address File - 3

Summary Earnings Records - 3

Duke University - 3

Society of Labor Economists - 3

Social Security Disability Insurance - 3

Journal of Econometrics - 3

Insurance Information Institute - 3

Sample Edited Detail File - 3

Supreme Court - 3

Boston Research Data Center - 3

Electronic Data Interchange - 3

Chicago RDC - 3

E32 - 3

WECD - 3

Cambridge University Press - 3

employed - 99

employ - 98

labor - 97

workforce - 91

recession - 79

payroll - 71

employee - 67

manufacturing - 62

growth - 60

earnings - 60

econometric - 60

economist - 59

production - 58

sector - 56

industrial - 55

macroeconomic - 54

survey - 51

market - 50

sale - 49

quarterly - 48

expenditure - 44

enterprise - 44

revenue - 41

demand - 40

entrepreneurship - 38

worker - 37

estimating - 37

agency - 35

labor statistics - 34

gdp - 34

endogeneity - 34

economically - 32

report - 32

statistical - 31

job - 30

entrepreneur - 30

employment growth - 30

occupation - 28

respondent - 28

census employment - 28

investment - 28

aggregate - 28

unemployed - 27

efficiency - 26

hiring - 26

salary - 26

trend - 25

census bureau - 25

employment data - 25

productivity growth - 25

layoff - 24

entrepreneurial - 24

employment statistics - 24

longitudinal - 24

estimation - 24

produce - 24

earner - 23

company - 23

establishment - 23

industry productivity - 22

data - 22

microdata - 21

proprietor - 20

productive - 20

employment dynamics - 20

economic census - 20

earn - 19

data census - 19

census data - 19

export - 19

acquisition - 19

innovation - 19

hire - 19

organizational - 19

estimates employment - 19

workplace - 19

unemployment rates - 18

finance - 18

profit - 18

financial - 18

regress - 17

proprietorship - 17

incentive - 17

research census - 17

corporation - 17

spillover - 16

growth productivity - 16

metropolitan - 16

regression - 16

work census - 15

employment estimates - 15

labor productivity - 15

manufacturer - 15

shift - 14

population - 14

welfare - 14

employment unemployment - 14

employee data - 14

profitability - 14

technological - 14

insurance - 14

housing - 14

residential - 14

state - 14

accounting - 14

tenure - 14

relocation - 13

disparity - 13

inventory - 13

productivity dispersion - 13

recessionary - 13

import - 13

monopolistic - 13

depreciation - 13

leverage - 13

econometrician - 13

employment count - 13

socioeconomic - 12

retailer - 12

wholesale - 12

retail - 12

filing - 12

irs - 12

enrollment - 12

poverty - 12

resident - 12

price - 12

firms productivity - 12

heterogeneity - 12

specialization - 12

productivity dynamics - 12

multinational - 12

startup - 12

venture - 12

clerical - 12

employing - 12

turnover - 12

aggregation - 12

rates employment - 11

bias - 11

discrimination - 11

information census - 11

hispanic - 11

employer household - 11

regional - 11

decline - 11

statistician - 11

declining - 11

merger - 11

minority - 10

disadvantaged - 10

labor markets - 10

consumption - 10

residence - 10

tariff - 10

disclosure - 10

financing - 10

corporate - 10

federal - 10

cost - 10

average - 10

outsourcing - 10

regressing - 10

coverage - 10

datasets - 10

regulation - 10

employment flows - 9

migration - 9

relocate - 9

commerce - 9

incorporated - 9

state employment - 9

compensation - 9

censuses surveys - 9

2010 census - 9

rural - 9

debt - 9

neighborhood - 9

investor - 9

equity - 9

factor productivity - 9

younger firms - 9

immigrant - 9

longitudinal employer - 9

employment trends - 9

commodity - 9

competitor - 9

productivity measures - 9

aggregate productivity - 9

reallocation productivity - 9

analysis - 9

indicator - 9

workforce indicators - 9

exporter - 9

business data - 9

founder - 9

endogenous - 9

decade - 9

aging - 9

researcher - 9

region - 9

dispersion productivity - 8

sector productivity - 8

prevalence - 8

consumer - 8

loan - 8

patent - 8

prospect - 8

innovate - 8

relocating - 8

woman - 8

geographically - 8

shock - 8

bankruptcy - 8

product - 8

sourcing - 8

productivity increases - 8

trends employment - 8

buyer - 8

yearly - 8

measures employment - 8

mobility - 8

trends labor - 8

wages productivity - 8

ownership - 8

retirement - 8

area - 8

exogeneity - 7

measures productivity - 7

effects employment - 7

unemployment insurance - 7

benefit - 7

union - 7

agriculture - 7

inflation - 7

spending - 7

ethnicity - 7

census survey - 7

technology - 7

productivity estimates - 7

stock - 7

wage growth - 7

firms employment - 7

firms young - 7

warehousing - 7

wealth - 7

home - 7

firms census - 7

estimator - 7

use census - 7

tax - 7

employment earnings - 7

forecast - 7

department - 7

record - 7

policy - 7

worker demographics - 7

classified - 7

classification - 7

subsidiary - 7

externality - 7

businesses census - 7

census years - 7

surveys censuses - 7

rent - 7

census business - 7

employment measures - 7

opportunity - 7

census research - 7

factory - 7

empirical - 7

grocery - 6

productivity variation - 6

paper census - 6

good - 6

lender - 6

racial - 6

race - 6

shareholder - 6

job growth - 6

outsourced - 6

gender - 6

pricing - 6

firms grow - 6

industry growth - 6

quantity - 6

discrepancy - 6

autoregressive - 6

rate - 6

contract - 6

utilization - 6

emission - 6

industry variation - 6

econometrically - 6

recession employment - 6

rates productivity - 6

shipment - 6

exporting - 6

custom - 6

database - 6

startup firms - 6

segregation - 6

imputation - 6

supplier - 6

analysis productivity - 6

employment recession - 6

economic statistics - 6

confidentiality - 6

firm growth - 6

producing - 6

growth firms - 6

owned businesses - 6

study - 6

restructuring - 6

agglomeration economies - 6

agglomeration - 6

capital - 6

warehouse - 5

productivity analysis - 5

percentile - 5

businesses grow - 5

compliance - 5

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community - 5

eligibility - 5

gain - 5

purchase - 5

lending - 5

credit - 5

employment effects - 5

household surveys - 5

productivity shocks - 5

city - 5

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insured - 5

bank - 5

funding - 5

prices products - 5

competitiveness - 5

migrant - 5

income data - 5

sectoral - 5

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imported - 5

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healthcare - 5

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industrial classification - 5

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innovative - 5

ssa - 5

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research - 5

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merchandise - 4

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crime - 4

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provided census - 4

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census use - 4

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wage gap - 4

collateral - 4

transition - 4

impact - 4

exogenous - 4

firm dynamics - 4

pension - 4

health insurance - 4

insurance coverage - 4

linked census - 4

census file - 4

wage data - 4

privacy - 4

innovator - 4

productivity firms - 4

effect wages - 4

international trade - 4

growth employment - 4

business owners - 4

dependent - 4

moving - 4

commute - 4

productivity wage - 4

yield - 4

employment entrepreneurship - 4

heterogeneous - 4

retailing - 4

coverage employer - 4

pollution - 4

environmental - 4

statistical agencies - 4

capital productivity - 4

educated - 4

distribution - 3

mandate - 3

employed census - 3

childcare - 3

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trade costs - 3

borrower - 3

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investment productivity - 3

innovation productivity - 3

innovating - 3

invest - 3

firms age - 3

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risk - 3

security - 3

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renter - 3

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manufacturing industries - 3

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Viewing papers 141 through 150 of 340


  • Working Paper

    Industrial Investments in Energy Efficiency: A Good Idea?

    January 2017

    Authors: Mary Jialin Li

    Working Paper Number:

    CES-17-05

    Yes, from an energy-saving perspective. No, once we factor in the negative output and productivity adoption effects. These are the main conclusions we reach by conducting the first large-scale study on cogeneration technology adoption ' a prominent form of energy-saving investments ' in the U.S. manufacturing sector, using a sample that runs from 1982 to 2010 and drawing on multiple data sources from the U.S. Census Bureau and the U.S. Energy Information Administration. We first show through a series of event studies that no differential trends exist in energy consumption nor production activities between adopters and never-adopters prior to the adoption event. We then compute a distribution of realized returns to energy savings, using accounting methods and regression methods, based on our difference-in-difference estimator. We find that (1) significant heterogeneity exists in returns; (2) unlike previous studies in the residential sector, the realized and projected returns to energy savings are roughly consistent in the industrial sector, for both private and social returns; (3) however, cogeneration adoption decreases manufacturing output and productivity persistently for at least the next 7-10 years, relative to the control group. Our IV strategies also show sizable decline in TFP post adoption.
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  • Working Paper

    How Destructive is Innovation?

    January 2017

    Working Paper Number:

    CES-17-04

    Entrants and incumbents can create new products and displace the products of competitors. Incumbents can also improve their existing products. How much of aggregate productivity growth occurs through each of these channels? Using data from the U.S. Longitudinal Business Database on all non-farm private businesses from 1976'1986 and 2003'2013, we arrive at three main conclusions: First, most growth appears to come from incumbents. We infer this from the modest employment share of entering firms (defined as those less than 5 years old). Second, most growth seems to occur through improvements of existing varieties rather than creation of brand new varieties. Third, own-product improvements by incumbents appear to be more important than creative destruction. We infer this because the distribution of job creation and destruction has thinner tails than implied by a model with a dominant role for creative destruction.
    View Full Paper PDF
  • Working Paper

    State Taxation and the Reallocation of Business Activity: Evidence from Establishment-Level Data

    January 2017

    Working Paper Number:

    CES-17-02

    Using Census microdata on multi-state firms, we estimate the impact of state taxes on business activity. For C corporations, employment and the number of establishments have corporate tax elasticities of -0.4, and do not vary with changes in personal tax rates. Pass-through entity activities show tax elasticities of -0.2 to -0.3 with respect to personal tax rates, and are invariant with respect to corporate tax rates. Reallocation of productive resources to other states drives around half the effect. Capital shows similar patterns but is 36% less elastic than labor. The responses are strongest for firms in tradable and footloose industries.
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  • Working Paper

    Local Labor Demand and Program Participation Dynamics

    November 2016

    Working Paper Number:

    carra-2016-10

    Estimates the effect of fluctuations in local labor conditions on the likelihood that existing participants are able to transition out of the Supplemental Nutrition Assistance Program (SNAP). Our primary data are SNAP administrative records from New York (2007-2012) linked to the 2010 Census at the person-level. We further augment these data by linking to industry-specific labor market indicators at the county-level. We find that local labor markets matter for the length of time individuals spend on SNAP, but there is substantial heterogeneity in estimated effects across local industries. While employment growth in industries with small shares of SNAP participants has no impact on SNAP exits, growth in local industries with creases the likelihood that recipients exit the program. We also observe corresponding increases in entries when these industries experience localized contractions. Notably, estimated industry effects vary across race groups and parental status, with Black Alone non-Hispanic, Hispanic, and mothers benefiting the least from improvements in local labor market conditions.
    View Full Paper PDF
  • Working Paper

    Differences in Self-employment Duration by Year of Entry & Pre-entry

    November 2016

    Working Paper Number:

    carra-2016-09

    Self-employment is associated with entrepreneurship and a motivation to pursue an opportunity. Previous research indicates that people also become self-employed because of limited opportunities in the wage sector. Using a unique set of data that links the American Community Survey to Form 1040 and W-2 records, this paper extends the existing literature by examining self-employment duration for five consecutive entry cohorts, including two cohorts who entered self-employment during the Great Recession. Severely limited labor market opportunities may have driven many in the recession cohorts to enter self-employment, while those entering self-employment during the boom may have been pursuing opportunities under favorable market conditions. To more explicitly test the concept of "necessity" versus "opportunity" self-employment, we also examine the pre-entry wage labor attachment of entrants. Specifically, we ask whether an association exists between wage labor attachment and the duration of self-employment. We also explore whether the demographic/socio-economic characteristics and self-employment exit behavior of the cohorts are different, and if so, how. We find evidence consistent with the existence of "necessity" vs. "opportunity" self-employment types.
    View Full Paper PDF
  • Working Paper

    Small Business Growth and Failure during the Great Recession: The Role of House Prices, Race & Gender

    November 2016

    Working Paper Number:

    carra-2016-08

    Using 2002-2011 data from the Longitudinal Business Database linked to the 2002 and 2007 Survey of Business Owners, this paper explores whether (through a collateral channel) the rise in home prices over the early 2000's and their subsequent fall associated with the Great Recession had differential impacts on business performance across owner race, ethnicity and gender. We find that the employment growth rate of minority-owned firms, particularly black and Hispanic-owned firms, is more sensitive to changes in house prices than is that of their nonminority-owned counterparts.
    View Full Paper PDF
  • Working Paper

    Documenting the Business Register and Related Economic Business Data

    March 2016

    Working Paper Number:

    CES-16-17

    The Business Register (BR) is a comprehensive database of business establishments in the United States and provides resources for the U.S. Census Bureau's economic programs for sample selection, research, and survey operations. It is maintained using information from several federal agencies including the Census Bureau, Internal Revenue Service, Bureau of Labor Statistics, and the Social Security Administration. This paper provides a detailed description of the sources and functions of the BR. An overview of the BR as a linking tool and bridge to other Census Bureau data for additional business characteristics is also given.
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  • Working Paper

    Externalities of Public Housing: The Effect of Public Housing Demolitions on Local Crime

    March 2016

    Working Paper Number:

    CES-16-16

    This paper evaluates the potential for negative externalities from public housing by examining crime rates before and after demolition of public housing projects in Chicago between 1995 and 2010. Using data on block-level crimes by type of crime merged to detailed geographic data on individual public housing demolitions, I find evidence that Chicago's public housing imposed significant externalities on the surrounding neighborhood. Using a difference in difference approach comparing neighborhoods around public housing projects to nearby neighborhoods I find that crime decreases by 8.8% after a demolition. This decrease is concentrated in violent crime. I use an event study to show that the decrease occurs at the approximate date of the eviction of the residents and persists for at least 5 years after the demolition. Neighborhoods with large demolitions and demolitions of public housing that had been poorly maintained display the largest crime decreases.
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  • Working Paper

    An 'Algorithmic Links with Probabilities' Crosswalk for USPC and CPC Patent Classifications with an Application Towards Industrial Technology Composition

    March 2016

    Working Paper Number:

    CES-16-15

    Patents are a useful proxy for innovation, technological change, and diffusion. However, fully exploiting patent data for economic analyses requires patents be tied to measures of economic activity, which has proven to be difficult. Recently, Lybbert and Zolas (2014) have constructed an International Patent Classification (IPC) to industry classification crosswalk using an 'Algorithmic Links with Probabilities' approach. In this paper, we utilize a similar approach and apply it to new patent classification schemes, the U.S. Patent Classification (USPC) system and Cooperative Patent Classification (CPC) system. The resulting USPC-Industry and CPC-Industry concordances link both U.S. and global patents to multiple vintages of the North American Industrial Classification System (NAICS), International Standard Industrial Classification (ISIC), Harmonized System (HS) and Standard International Trade Classification (SITC). We then use the crosswalk to highlight changes to industrial technology composition over time. We find suggestive evidence of strong persistence in the association between technologies and industries over time.
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  • Working Paper

    Revisiting the Effects of Unemployment Insurance Extensions on Unemployment: A Measurement Error-Corrected Regression Discontinuity Approach

    March 2016

    Working Paper Number:

    carra-2016-01

    The extension of Unemployment Insurance (UI) benefits was a key policy response to the Great Recession. However, these benefit extensions may have had detrimental labor market effects. While evidence on the individual labor supply response indicates small effects on unemployment, recent work by Hagedorn et al. (2015) uses a county border pair identification strategy to find that the total effects inclusive of effects on labor demand are substantially larger. By focusing on variation within border county pairs, this identification strategy requires counties in the pairs to be similar in terms of unobservable factors. We explore this assumption using an alternative regression discontinuity approach that controls for changes in unobservables by distance to the border. To do so, we must account for measurement error induced by using county-level aggregates. These new results provide no evidence of a large change in unemployment induced by differences in UI generosity across state boundaries. Further analysis suggests that individuals respond to UI benefit differences across boundaries by targeting job search in high-benefit states, thereby raising concerns of treatment spillovers in this setting. Taken together, these two results suggest that the effect of UI benefit extensions on unemployment remains an open question.
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