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Papers Containing Keywords(s): 'expenditure'

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Center for Economic Studies - 72

Annual Survey of Manufactures - 70

Census of Manufactures - 51

Bureau of Economic Analysis - 51

Total Factor Productivity - 48

North American Industry Classification System - 48

Ordinary Least Squares - 46

Bureau of Labor Statistics - 44

National Science Foundation - 44

Longitudinal Research Database - 41

Longitudinal Business Database - 40

Standard Industrial Classification - 38

National Bureau of Economic Research - 37

Cobb-Douglas - 31

Environmental Protection Agency - 29

Internal Revenue Service - 26

Current Population Survey - 25

Census Bureau Disclosure Review Board - 24

Economic Census - 24

Census of Manufacturing Firms - 22

Chicago Census Research Data Center - 20

Federal Statistical Research Data Center - 19

Pollution Abatement Costs and Expenditures - 19

Federal Reserve Bank - 18

American Community Survey - 18

Medical Expenditure Panel Survey - 18

Standard Statistical Establishment List - 17

Business Register - 15

Census Bureau Longitudinal Business Database - 15

Agency for Healthcare Research and Quality - 15

Disclosure Review Board - 14

Special Sworn Status - 14

Survey of Industrial Research and Development - 13

Manufacturing Energy Consumption Survey - 13

Research Data Center - 12

PAOC - 12

Census Bureau Business Register - 11

National Income and Product Accounts - 11

Federal Reserve System - 11

Metropolitan Statistical Area - 11

Decennial Census - 11

Energy Information Administration - 11

National Ambient Air Quality Standards - 11

National Center for Health Statistics - 10

Generalized Method of Moments - 10

Social Security - 10

Journal of Economic Literature - 10

Department of Labor - 9

Longitudinal Employer Household Dynamics - 9

University of Chicago - 9

General Accounting Office - 9

Service Annual Survey - 9

Employer Identification Numbers - 8

Business Research and Development and Innovation Survey - 8

County Business Patterns - 8

Bureau of Labor - 8

Michigan Institute for Teaching and Research in Economics - 8

Survey of Manufacturing Technology - 8

Alfred P Sloan Foundation - 7

Social Security Administration - 7

Protected Identification Key - 7

TFPQ - 7

New York University - 7

Department of Economics - 7

Council of Economic Advisers - 7

Census Bureau Center for Economic Studies - 7

National Academy of Sciences - 6

2010 Census - 6

Information and Communication Technology Survey - 6

Organization for Economic Cooperation and Development - 6

Office of Management and Budget - 6

Fabricated Metal Products - 6

American Economic Review - 6

Boston Research Data Center - 6

Auxiliary Establishment Survey - 6

Wholesale Trade - 5

Federal Government - 5

Consumer Expenditure Survey - 5

Department of Education - 5

New York Times - 5

Housing and Urban Development - 5

Social Security Number - 5

Earned Income Tax Credit - 5

W-2 - 5

UC Berkeley - 5

Duke University - 5

State Energy Data System - 5

Establishment Micro Properties - 5

University of Maryland - 5

COMPUSTAT - 5

TFPR - 5

Herfindahl Hirschman Index - 5

Urban Institute - 5

Review of Economics and Statistics - 5

Department of Agriculture - 5

Supreme Court - 5

American Economic Association - 5

Permanent Plant Number - 5

National Research Council - 5

Department of Commerce - 5

Financial, Insurance and Real Estate Industries - 5

Occupational Employment Statistics - 4

Quarterly Census of Employment and Wages - 4

Business R&D and Innovation Survey - 4

Securities and Exchange Commission - 4

Department of Housing and Urban Development - 4

Survey of Income and Program Participation - 4

Business Services - 4

Small Business Administration - 4

Department of Homeland Security - 4

European Commission - 4

Kauffman Foundation - 4

Characteristics of Business Owners - 4

Social and Economic Supplement - 4

Cornell University - 4

Administrative Records - 4

E32 - 4

Federal Trade Commission - 4

Cornell Institute for Social and Economic Research - 4

Toxics Release Inventory - 4

Labor Productivity - 4

Computer Network Use Supplement - 4

Electronic Data Interchange - 4

Department of Defense - 3

Retail Trade - 3

Technical Services - 3

University of Texas - 3

Board of Governors - 3

Longitudinal Firm Trade Transactions Database - 3

Net Present Value - 3

Temporary Assistance for Needy Families - 3

Washington University - 3

NBER Summer Institute - 3

Business Dynamics Statistics - 3

Person Validation System - 3

Social Science Research Institute - 3

CPS ASEC - 3

International Trade Commission - 3

2SLS - 3

Boston College - 3

Code of Federal Regulations - 3

National Institutes of Health - 3

Research and Development - 3

European Union - 3

Adjusted Gross Income - 3

Journal of Labor Economics - 3

University of Michigan - 3

Department of Justice - 3

Medicaid Services - 3

Ohio State University - 3

Center for Research in Security Prices - 3

Department of Energy - 3

Business Master File - 3

Journal of Political Economy - 3

Yale University - 3

Harvard University - 3

New England County Metropolitan - 3

Statistics Canada - 3

Schools Under Registration Review - 3

American Statistical Association - 3

Columbia University - 3

production - 64

econometric - 53

demand - 50

investment - 48

manufacturing - 47

estimating - 46

growth - 46

revenue - 40

efficiency - 39

market - 39

produce - 36

economist - 33

cost - 33

consumption - 31

industrial - 31

productivity growth - 27

depreciation - 26

estimation - 26

sector - 25

productive - 25

emission - 25

earnings - 24

sale - 23

spending - 23

gdp - 23

labor - 23

epa - 23

regulation - 23

macroeconomic - 22

pollution - 22

innovation - 21

economically - 21

environmental - 20

payroll - 19

technological - 19

expense - 19

survey - 18

enrollment - 18

company - 18

regulatory - 18

pollutant - 18

polluting - 18

recession - 18

workforce - 17

manufacturer - 17

technology - 16

endogeneity - 16

subsidy - 16

profit - 16

pollution abatement - 16

industry productivity - 16

healthcare - 16

productivity measures - 15

insurance - 15

productivity estimates - 14

spillover - 14

quarterly - 13

employ - 13

enterprise - 13

factory - 13

respondent - 12

population - 12

economic census - 12

tax - 12

efficient - 12

investing - 12

pricing - 12

plant productivity - 12

abatement expenditures - 12

aggregate - 11

price - 11

welfare - 11

factor productivity - 11

labor productivity - 11

incentive - 11

financial - 11

invest - 11

costs pollution - 11

coverage - 11

statistical - 10

measures productivity - 10

estimates productivity - 10

employed - 10

investment productivity - 10

medicaid - 10

policy - 10

rate - 10

analysis productivity - 10

health insurance - 10

accounting - 10

environmental regulation - 10

census bureau - 9

consumer - 9

socioeconomic - 9

budget - 9

poverty - 9

saving - 9

regulated - 9

energy - 9

medicare - 9

environmental expenditures - 9

productivity analysis - 8

profitability - 8

endogenous - 8

producing - 8

monopolistic - 8

agency - 8

electricity - 8

finance - 8

polluting industries - 8

irs - 8

insurance coverage - 8

productivity increases - 8

productivity plants - 8

plant investment - 8

econometrician - 8

regulation productivity - 8

capital - 8

inflation - 7

heterogeneity - 7

stock - 7

growth productivity - 7

productivity dynamics - 7

energy prices - 7

electricity prices - 7

regression - 7

premium - 7

insured - 7

insurance premiums - 7

federal - 7

retirement - 7

refinery - 7

organizational - 7

fiscal - 6

data census - 6

manufacturing productivity - 6

development - 6

housing - 6

multinational - 6

capital productivity - 6

economic growth - 6

salary - 6

renewable - 6

fuel - 6

productivity dispersion - 6

econometrically - 6

data - 6

impact - 6

insurance plans - 6

report - 6

acquisition - 6

estimates production - 6

firms productivity - 6

census data - 6

rates productivity - 6

imputation - 5

inventory - 5

aggregate productivity - 5

productivity variation - 5

gain - 5

patent - 5

productivity capital - 5

rent - 5

employment growth - 5

schooling - 5

corporate - 5

employee - 5

energy efficiency - 5

utility - 5

study - 5

research - 5

pollution regulation - 5

commodity - 5

wages productivity - 5

taxation - 5

state - 5

regional - 5

enrollee - 5

uninsured - 5

quantity - 5

dispersion productivity - 5

analysis - 5

product - 5

estimator - 5

tariff - 5

plants industry - 5

productivity impacts - 5

plant - 5

average - 4

occupation - 4

labor statistics - 4

regress - 4

export - 4

productivity shocks - 4

sector productivity - 4

family - 4

corporation - 4

leverage - 4

disadvantaged - 4

productivity size - 4

practices productivity - 4

metropolitan - 4

city - 4

funding - 4

education - 4

microdata - 4

research census - 4

researcher - 4

financing - 4

patenting - 4

exogeneity - 4

valuation - 4

trend - 4

taxable - 4

taxpayer - 4

regional economic - 4

utilization - 4

health - 4

economic statistics - 4

dependent - 4

pension - 4

benefit - 4

insurer - 4

regressing - 4

coverage employer - 4

use census - 4

resident - 4

merger - 4

wholesale - 4

equilibrium - 4

management - 4

retiree - 4

manufacturing plants - 4

compliance - 4

productivity differences - 4

industry concentration - 4

specialization - 4

census years - 4

computer - 4

observed productivity - 4

imputation model - 3

information census - 3

commerce - 3

percentile - 3

good - 3

purchase - 3

prospect - 3

disparity - 3

maternal - 3

sectoral - 3

residential - 3

exogenous - 3

entry productivity - 3

larger firms - 3

firms size - 3

school - 3

level productivity - 3

outsourcing - 3

innovative - 3

earns - 3

externality - 3

industry heterogeneity - 3

region - 3

technical - 3

statistician - 3

imputed - 3

surveys censuses - 3

subsidized - 3

incorporated - 3

fund - 3

investor - 3

firm innovation - 3

census business - 3

geographically - 3

policymakers - 3

estimates employment - 3

insurance employer - 3

manager - 3

estimates pollution - 3

recessionary - 3

concentration - 3

industry output - 3

competitor - 3

aging - 3

substitute - 3

endowment - 3

performance - 3

strategic - 3

Viewing papers 51 through 60 of 174


  • Working Paper

    R&D, Attrition and Multiple Imputation in BRDIS

    January 2017

    Working Paper Number:

    CES-17-13

    Multiple imputation in business establishment surveys like BRDIS, an annual business survey in which some companies are sampled every year or multiple years, may enhance the estimates of total R&D in addition to helping researchers estimate models with subpopulations of small sample size. Considering a panel of BRDIS companies throughout the years 2008 to 2013 linked to LBD data, this paper uses the conclusions obtained with missing data visualization and other explorations to come up with a strategy to conduct multiple imputation appropriate to address the item nonresponse in R&D expenditures. Because survey design characteristics are behind much of the item and unit nonresponse, multiple imputation of missing data in BRDIS changes the estimates of total R&D significantly and alters the conclusions reached by models of the determinants of R&D investment obtained with complete case analysis.
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  • Working Paper

    Consequences of the Clean Water Act and the Demand for Water Quality

    January 2017

    Working Paper Number:

    CES-17-07

    Since the 1972 U.S. Clean Water Act, government and industry have invested over $1 trillion to abate water pollution, or $100 per person-year. Over half of U.S. stream and river miles, however, still violate pollution standards. We use the most comprehensive set of files ever compiled on water pollution and its determinants, including 50 million pollution readings from 170,000 monitoring sites, to study water pollution's trends, causes, and welfare consequences. We have three main findings. First, water pollution concentrations have fallen substantially since 1972, though were declining at faster rates before then. Second, the Clean Water Act's grants to municipal wastewater treatment plants caused some of these declines. Third, the grants' estimated effects on housing values are generally smaller than the grants' costs.
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  • Working Paper

    Estimating market power Evidence from the US Brewing Industry

    January 2017

    Working Paper Number:

    CES-17-06R

    While inferring markups from demand data is common practice, estimation relies on difficult-to-test assumptions, including a specific model of how firms compete. Alternatively, markups can be inferred from production data, again relying on a set of difficult-to-test assumptions, but a wholly different set, including the assumption that firms minimize costs using a variable input. Relying on data from the US brewing industry, we directly compare markup estimates from the two approaches. After implementing each approach for a broad set of assumptions and specifications, we find that both approaches provide similar and plausible markup estimates in most cases. The results illustrate how using the two strategies together can allow researchers to evaluate structural models and identify problematic assumptions.
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  • 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

    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

    Reconciling the Firm Size and Innovation Puzzle

    March 2016

    Working Paper Number:

    CES-16-20RR

    There is a prevailing view in both the academic literature and the popular press that firms need to behave more entrepreneurially. This view is reinforced by a stylized fact in the innovation literature that R&D productivity decreases with size. However, there is a second stylized fact in the innovation literature that R&D investment increases with size. Taken together, these stylized facts create a puzzle of seemingly irrational behavior by large firms--they are increasing spending despite decreasing returns. This paper is an effort to resolve that puzzle. We propose and test two alternative resolutions: 1) that it arises from mismeasurement of R&D productivity, and 2) that firm size endogenously drives R&D strategy, and that the returns to R&D strategies depend on scale. We are able to resolve the puzzle under the first tack--using a recent measure of R&D productivity, RQ, we find that both R&D spending and R&D productivity increase with scale. We had less success with the second tack--while firm size affects R&D strategy in the manners expected by theory, there is no strategy whose returns decrease in scale. Taken together, our results are consistent with the Schumpeter view that large firms are the major engine of growth, they both spend more in aggregate than small firms, and are more productive with that spending. Moreover the prescription that firms should behave more entrepreneurially, should be treated with caution--one small firm strategy has lower returns to scale than its large firm counterpart.
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  • Working Paper

    Outsourced R&D and GDP Growth

    March 2016

    Authors: Anne Marie Knott

    Working Paper Number:

    CES-16-19

    Endogenous growth theory holds that growth should increase with R&D. However coarse comparison between R&D and US GDP growth over the past forty years indicates that inflation scientific labor increased 2.5 times, while GDP growth was at best stagnant. The leading explanation for the disconnect between theory and the empirical record is that R&D has gotten harder. I develop and test an alternative view that firms have become worse at it. I find no evidence R&D has gotten harder. Instead I find firms' R&D productivity declined 65%, and that the main culprit in the decline is outsourced R&D, which is unproductive for the funding firm. This offers hope firms' R&D productivity and economic growth may be fairly easily restored by bringing outsourced R&D back in-house.
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  • 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

    A Portrait of Firms that Invest in R&D

    January 2016

    Working Paper Number:

    CES-16-41

    We focus on the evolution and behavior of firms that invest in research and development (R&D). We build upon the cross-sectional analysis in Foster and Grim (2010) that identified the characteristics of top R&D spending firms and follow up by charting the behavior of these firms over time. Our focus is dynamic in nature as we merge micro-level cross-sectional data from the Survey of Industrial Research and Development (SIRD) and the Business Research & Development and Innovation Survey (BRDIS) with the Longitudinal Business Database (LBD). The result is a panel firm-level data set from 1992 to 2011 that tracks firms' performances as they enter and exit the R&D surveys. Using R&D expenditures to proxy R&D performance, we find the top R&D performing firms in the U.S. across all years to be large, old, multinational enterprises. However, we also find that the composition of R&D performing firms is gradually shifting more towards smaller domestic firms with expenditures being less sensitive to scale effects. We find a high degree of persistence for these firms over time. We chart the history of R&D performing firms and compare them to all firms in the economy and find substantial differences in terms of age, size, firm structure and international activity; these differences persist when looking at future firm outcomes.
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  • Working Paper

    Introduction of Head Start and Maternal Labor Supply: Evidence from a Regression Discontinuity Design

    January 2016

    Authors: Cuiping Long

    Working Paper Number:

    CES-16-35

    I use the non-public decennial censuses in 1970 to investigate the effect of the Head Start program on maternal labor supply and schooling in its early years. I exploit a discontinuity in county-level Head Start funding beginning in the late 1960s to explore differences in countylevel maternal employment and maternal schooling. The results provide suggestive evidence that the more availability of Head Start led to an increase the nursery school enrollment of children and a decrease in maternal labor supply. In addition, the ITT estimates imply a relatively large, negative effect of enrollment on maternal labor supply. However, the estimates are somewhat sensitive to addition of covariates and the standard errors are also large to draw firm inferences.
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