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Papers Containing Tag(s): 'Bureau of Economic Analysis'

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Center for Economic Studies - 106

Bureau of Labor Statistics - 100

Longitudinal Business Database - 94

North American Industry Classification System - 90

Annual Survey of Manufactures - 73

National Science Foundation - 72

National Bureau of Economic Research - 66

Total Factor Productivity - 66

Standard Industrial Classification - 63

Ordinary Least Squares - 58

Census of Manufactures - 57

Internal Revenue Service - 47

Longitudinal Research Database - 45

Economic Census - 40

Metropolitan Statistical Area - 37

Chicago Census Research Data Center - 34

Census Bureau Disclosure Review Board - 33

Federal Reserve Bank - 33

Census of Manufacturing Firms - 33

Business Register - 33

Federal Statistical Research Data Center - 31

Current Population Survey - 28

Employer Identification Numbers - 28

Longitudinal Firm Trade Transactions Database - 27

Special Sworn Status - 27

Cobb-Douglas - 25

County Business Patterns - 24

American Community Survey - 24

Census Bureau Business Register - 23

Standard Statistical Establishment List - 23

Census Bureau Longitudinal Business Database - 23

Longitudinal Employer Household Dynamics - 22

Research Data Center - 22

National Income and Product Accounts - 20

University of Chicago - 19

Disclosure Review Board - 17

Department of Commerce - 17

Federal Reserve System - 16

Harmonized System - 16

Wholesale Trade - 15

Business Dynamics Statistics - 15

Alfred P Sloan Foundation - 14

Generalized Method of Moments - 14

Decennial Census - 14

Social Security Administration - 14

Michigan Institute for Teaching and Research in Economics - 14

Organization for Economic Cooperation and Development - 13

Office of Management and Budget - 13

University of Maryland - 13

Foreign Direct Investment - 13

World Trade Organization - 12

Survey of Industrial Research and Development - 12

Postal Service - 12

Service Annual Survey - 12

World Bank - 12

International Trade Research Report - 12

Social Security - 11

Environmental Protection Agency - 11

NBER Summer Institute - 11

University of Michigan - 11

Information and Communication Technology Survey - 11

Commodity Flow Survey - 10

Department of Economics - 10

Herfindahl Hirschman Index - 10

Bureau of Labor - 10

Department of Labor - 10

TFPQ - 10

Kauffman Foundation - 10

2010 Census - 10

Labor Productivity - 10

Journal of Economic Literature - 10

Permanent Plant Number - 10

New York University - 9

Council of Economic Advisers - 9

Census Bureau Center for Economic Studies - 9

Department of Agriculture - 9

American Statistical Association - 9

Technical Services - 8

Customs and Border Protection - 8

Department of Homeland Security - 8

Business R&D and Innovation Survey - 8

Boston College - 8

Business Services - 8

IQR - 8

National Center for Health Statistics - 8

Quarterly Journal of Economics - 8

Patent and Trademark Office - 8

Retail Trade - 7

Accommodation and Food Services - 7

Board of Governors - 7

Fabricated Metal Products - 7

European Union - 7

Business Research and Development and Innovation Survey - 7

Quarterly Census of Employment and Wages - 7

Company Organization Survey - 7

Securities and Exchange Commission - 7

North American Industry Classi - 7

Energy Information Administration - 7

Survey of Income and Program Participation - 7

American Economic Association - 7

American Economic Review - 7

Cornell University - 7

Statistics Canada - 7

Regional Economic Information System - 7

Pollution Abatement Costs and Expenditures - 7

Boston Research Data Center - 7

National Ambient Air Quality Standards - 7

Census of Services - 6

Public Administration - 6

Survey of Business Owners - 6

North American Free Trade Agreement - 6

COVID-19 - 6

Ewing Marion Kauffman Foundation - 6

Code of Federal Regulations - 6

Business Formation Statistics - 6

Review of Economics and Statistics - 6

Journal of Political Economy - 6

Public Use Micro Sample - 6

State Energy Data System - 6

Federal Trade Commission - 6

University of California Los Angeles - 6

Establishment Micro Properties - 6

Electronic Data Interchange - 6

Center for Research in Security Prices - 6

Securities Data Company - 6

COMPUSTAT - 6

Census of Retail Trade - 5

Arts, Entertainment - 5

Consumer Expenditure Survey - 5

National Center for Science and Engineering Statistics - 5

W-2 - 5

Harvard University - 5

Penn State University - 5

University of Toronto - 5

Paycheck Protection Program - 5

Social Security Number - 5

Protected Identification Key - 5

Annual Business Survey - 5

Characteristics of Business Owners - 5

UC Berkeley - 5

Journal of Econometrics - 5

Sloan Foundation - 5

Management and Organizational Practices Survey - 5

Economic Research Service - 5

Herfindahl-Hirschman - 5

Department of Justice - 5

Department of Education - 5

National Institutes of Health - 5

E32 - 5

Georgetown University - 5

Duke University - 5

Geographic Information Systems - 5

National Research Council - 5

American Housing Survey - 4

Federal Register - 4

United Nations - 4

Initial Public Offering - 4

Russell Sage Foundation - 4

International Trade Commission - 4

Michigan Institute for Data Science - 4

Current Employment Statistics - 4

Professional Services - 4

Department of Housing and Urban Development - 4

Master Address File - 4

2SLS - 4

Small Business Administration - 4

Occupational Employment Statistics - 4

TFPR - 4

Financial, Insurance and Real Estate Industries - 4

Ohio State University - 4

Research and Development - 4

Auxiliary Establishment Survey - 4

National Academy of Sciences - 4

Manufacturing Energy Consumption Survey - 4

Core Based Statistical Area - 4

Chicago RDC - 4

International Standard Industrial Classification - 4

Integrated Longitudinal Business Database - 4

CAAA - 4

Insurance Information Institute - 4

New England County Metropolitan - 4

Department of Defense - 3

Educational Services - 3

Centers for Disease Control and Prevention - 3

National Establishment Time Series - 3

Housing and Urban Development - 3

IBM - 3

Limited Liability Company - 3

Federal Reserve Bank of Chicago - 3

VAR - 3

Department of Health and Human Services - 3

Temporary Assistance for Needy Families - 3

Data Management System - 3

Individual Characteristics File - 3

Quarterly Workforce Indicators - 3

PSID - 3

Wal-Mart - 3

National Employer Survey - 3

Review of Economic Studies - 3

Cambridge University Press - 3

Journal of Economic Perspectives - 3

Federal Reserve Board of Governors - 3

Unemployment Insurance - 3

Columbia University - 3

1940 Census - 3

Integrated Public Use Microdata Series - 3

Agriculture, Forestry - 3

BLS Handbook of Methods - 3

Employer-Household Dynamics - 3

New York Times - 3

National Longitudinal Survey of Youth - 3

MIT Press - 3

Journal of International Economics - 3

Earned Income Tax Credit - 3

Computer Aided Design - 3

Computer Network Use Supplement - 3

National Institute on Aging - 3

Medical Expenditure Panel Survey - 3

Value Added - 3

Administrative Records - 3

production - 77

manufacturing - 67

econometric - 61

market - 58

macroeconomic - 52

expenditure - 51

industrial - 51

growth - 46

sale - 45

gdp - 44

economically - 44

economist - 43

recession - 40

export - 38

investment - 38

sector - 37

revenue - 36

estimating - 36

demand - 33

produce - 33

enterprise - 30

labor - 30

employ - 28

efficiency - 26

multinational - 25

spillover - 24

company - 24

aggregate - 24

endogeneity - 24

exporter - 23

depreciation - 23

productivity growth - 22

import - 21

regional - 21

estimation - 20

entrepreneurship - 18

productive - 18

innovation - 18

monopolistic - 18

quarterly - 18

price - 17

workforce - 17

survey - 17

earnings - 17

employed - 17

consumption - 16

employee - 16

industry productivity - 16

organizational - 16

acquisition - 16

technological - 15

metropolitan - 15

profit - 15

statistical - 15

wholesale - 15

manufacturer - 15

trend - 15

trading - 14

specialization - 14

employment growth - 14

cost - 14

subsidiary - 13

tariff - 13

commodity - 13

profitability - 13

factory - 13

payroll - 13

report - 13

population - 12

shipment - 12

foreign - 12

importer - 12

venture - 12

entrepreneur - 12

region - 12

inventory - 12

growth productivity - 12

entrepreneurial - 12

geographically - 12

finance - 12

agency - 12

econometrician - 12

supplier - 11

financial - 11

pollution - 11

outsourced - 11

outsourcing - 11

diversification - 11

productivity dynamics - 11

leverage - 11

data - 11

pricing - 11

imported - 10

exporting - 10

exported - 10

sourcing - 10

emission - 10

poverty - 10

salary - 10

establishment - 10

heterogeneity - 10

impact - 10

firms productivity - 10

merger - 10

warehousing - 9

international trade - 9

firms export - 9

debt - 9

stock - 9

epa - 9

environmental - 9

country - 9

rent - 9

competitor - 9

rural - 9

regional economic - 9

regression - 9

area - 9

plants industry - 9

commerce - 8

economic census - 8

spending - 8

gain - 8

inflation - 8

welfare - 8

multinational firms - 8

importing - 8

investing - 8

investor - 8

productivity shocks - 8

monopolistically - 8

relocation - 8

estimates employment - 8

microdata - 8

corporate - 8

productivity measures - 8

aggregate productivity - 8

immigrant - 8

geography - 8

housing - 8

respondent - 8

productivity dispersion - 8

custom - 8

externality - 8

exogeneity - 8

incentive - 8

wages productivity - 8

aggregation - 8

regulation - 8

accounting - 8

shock - 8

exporters multinationals - 7

equity - 7

invest - 7

factor productivity - 7

productivity estimates - 7

patent - 7

prospect - 7

sector productivity - 7

labor productivity - 7

endogenous - 7

state - 7

ethnicity - 7

industry variation - 7

socioeconomic - 7

geographic - 7

analysis - 7

forecast - 7

industries estimate - 7

worker - 7

plant productivity - 7

census bureau - 7

regulatory - 7

statistician - 7

retail - 7

dispersion productivity - 7

capital - 7

producing - 7

pollutant - 7

good - 6

consumer - 6

downstream - 6

incorporated - 6

technology - 6

disadvantaged - 6

labor markets - 6

regress - 6

ethnic - 6

industry concentration - 6

globalization - 6

disparity - 6

migrant - 6

measures productivity - 6

agriculture - 6

tax - 6

immigration - 6

warehouse - 6

productivity plants - 6

declining - 6

bankruptcy - 6

shareholder - 6

census data - 6

empirical - 6

rate - 6

restructuring - 6

takeover - 6

polluting - 6

competitiveness - 6

agglomeration economies - 6

agglomeration - 6

urbanization - 6

information census - 5

trade costs - 5

trader - 5

innovate - 5

productivity size - 5

practices productivity - 5

policymakers - 5

federal - 5

larger firms - 5

capital productivity - 5

city - 5

economic growth - 5

residence - 5

diversified - 5

labor statistics - 5

proprietor - 5

autoregressive - 5

indicator - 5

minority - 5

hispanic - 5

relocating - 5

resident - 5

migration - 5

industry output - 5

employment dynamics - 5

unemployed - 5

average - 5

retailer - 5

retailing - 5

buyer - 5

surveys censuses - 5

transition - 5

estimates productivity - 5

analysis productivity - 5

quantity - 5

tenure - 5

liquidation - 5

expense - 5

data census - 5

hiring - 5

decline - 5

recessionary - 5

rates productivity - 5

strategic - 5

firms plants - 5

environmental regulation - 5

plant investment - 5

plant - 5

manufacturing plants - 5

efficient - 5

poorer - 4

purchase - 4

export market - 4

loan - 4

asset - 4

investment productivity - 4

manufacturing productivity - 4

midwest - 4

job - 4

occupation - 4

estimates production - 4

competitive - 4

diversify - 4

research census - 4

level productivity - 4

neighborhood - 4

employment statistics - 4

corporation - 4

firms trade - 4

econometrically - 4

borrowing - 4

residential - 4

business data - 4

classified - 4

shift - 4

businesses census - 4

utilization - 4

economic statistics - 4

productivity increases - 4

oligopolistic - 4

industrial classification - 4

sectoral - 4

rates employment - 4

researcher - 4

bank - 4

bankrupt - 4

fluctuation - 4

innovator - 4

contract - 4

wage variation - 4

volatility - 4

regressors - 4

opportunity - 4

agricultural - 4

heterogeneous - 4

unobserved - 4

manufacturing industries - 4

pollution abatement - 4

conglomerate - 4

polluting industries - 4

plants industries - 4

profitable - 4

plants firms - 4

customer - 3

financing - 3

founder - 3

innovation productivity - 3

chemical - 3

concentration - 3

location - 3

exogenous - 3

employment estimates - 3

industry wages - 3

wage growth - 3

urban - 3

growth employment - 3

retirement - 3

percentile - 3

startup - 3

analyst - 3

migrating - 3

relocate - 3

imputation - 3

turnover - 3

downturn - 3

pandemic - 3

recession exposure - 3

regulation productivity - 3

corp - 3

disclosure - 3

observed productivity - 3

local economic - 3

earner - 3

firms grow - 3

industry employment - 3

subsidy - 3

taxation - 3

merchandise - 3

census years - 3

enrollment - 3

public - 3

managerial - 3

management - 3

exporting firms - 3

electricity prices - 3

employing - 3

impact employment - 3

wages production - 3

medicaid - 3

prevalence - 3

database - 3

datasets - 3

manager - 3

privacy - 3

decade - 3

classification - 3

productivity variation - 3

lending - 3

lender - 3

borrow - 3

debtor - 3

credit - 3

banking - 3

substitute - 3

study - 3

research - 3

educated - 3

education - 3

workplace - 3

hire - 3

yield - 3

productivity firms - 3

census research - 3

latino - 3

family - 3

technology adoption - 3

layoff - 3

acquirer - 3

unemployment rates - 3

partnership - 3

equilibrium - 3

foreign trade - 3

abatement expenditures - 3

costs pollution - 3

environmental expenditures - 3

product - 3

technical - 3

performance - 3

valuation - 3

regional industries - 3

firms census - 3

locality - 3

reallocation productivity - 3

Viewing papers 41 through 50 of 223


  • Working Paper

    How Does State-Level Carbon Pricing in the United States Affect Industrial Competitiveness?

    June 2020

    Working Paper Number:

    CES-20-21

    Pricing carbon emissions from an individual jurisdiction may harm the competitiveness of local firms, causing the leakage of emissions and economic activity to other regions. Past research concentrates on national carbon prices, but the impacts of subnational carbon prices could be more severe due to the openness of regional economies. We specify a flexible model to capture competition between a plant in a state with electric sector carbon pricing and plants in other states or countries without such pricing. Treating energy prices as a proxy for carbon prices, we estimate model parameters using confidential plant-level Census data, 1982'2011. We simulate the effects on manufacturing output and employment of carbon prices covering the Regional Greenhouse Gas Initiative (RGGI) in the Northeast and Mid-Atlantic regions. A carbon price of $10 per metric ton on electricity output reduces employment in the regulated region by 2.7 percent, and raises employment in nearby states by 0.8 percent, although these estimates do not account for revenue recycling in the RGGI region that could mitigate these employment changes. The effects on output are broadly similar. National employment falls just 0.1 percent, suggesting that domestic plants in other states as opposed to foreign facilities are the principal winners from state or regional carbon pricing.
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  • Working Paper

    Does Goliath Help David? Anchor Firms and Startup Clusters

    May 2020

    Authors: Rahul R. Gupta

    Working Paper Number:

    CES-20-17

    This paper investigates the effects of a large firm's geographical expansion (anchor firm) on local worker transitions into young firms through wage effects in industries economically proximate to the anchor firm. Using hand-collected data matched to administrative Census microdata, I exploit anchor firms' site selection processes to employ a difference-in-differences approach to compare workers in winning counties to those in counterfactual counties. The arrival of an anchor firm induces worker reallocation towards young firms in industries linked through input-output channels by a magnitude of 120 new businesses that account for approximately 2,300 jobs. Consistent with the literature in personnel and organizational economics, incumbent firms experiencing the fastest wage growth due to these shocks shed mid-layer employees who select into young firms within the county and in their own industry of experience. These effects are strongest in the most specialized and knowledge-intensive industries. Attracting an anchor firm to a county appears to have limited spillover effects in overall employment that are mainly driven by reorganization of incumbent firms in the anchor's input-output industries that face rising labor costs.
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  • Working Paper

    Measuring the Effect of COVID-19 on U.S. Small Businesses: The Small Business Pulse Survey

    May 2020

    Working Paper Number:

    CES-20-16

    In response to the novel coronavirus (COVID-19) pandemic, the Census Bureau developed and fielded an entirely new survey intended to measure the effect on small businesses. The Small Business Pulse Survey (SBPS) will run weekly from April 26 to June 27, 2020. Results from the SBPS will be published weekly through a visualization tool with downloadable data. We describe the motivation for SBPS, summarize how the content for the survey was developed, and discuss some of the initial results from the survey. We also describe future plans for the SBPS collections and for our research using the SBPS data. Estimates from the first week of the SBPS indicate large to moderate negative effects of COVID-19 on small businesses, and yet the majority expect to return to usual level of operations within the next six months. Reflecting the Census Bureau's commitment to scientific inquiry and transparency, the micro data from the SBPS will be available to qualified researchers on approved projects in the Federal Statistical Research Data Center network.
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  • Working Paper

    Are Customs Records Consistent Across Countries? Evidence from the U.S. and Colombia

    March 2020

    Working Paper Number:

    CES-20-11

    In many countries, official customs records include identifying information on the exporting and importing firms involved in each shipment. This information allows researchers to study international business networks, offshoring patterns, and the micro-foundations of aggregate trade flows. It also provides the government with a basis for tariff assessments at the border. However, there are no mechanisms in place to ensure that the shipment-level information recorded by the exporting country is consistent with the shipment-level information recorded by the importing country. And to the extent that there are discrepancies, it is not clear how prevalent they are or what form they take. In this paper we explore these issues, both to enhance our understanding of the limitations of customs records, and to inform future discussions of possible revisions in the way they are collected. Specifically, we match U.S.-bound export shipments that appear in Colombian Customs records (DIAN) with their counterparts in the US Customs records (LFTTD): U.S. import shipments from Colombia. Several patterns emerge. First, differences in the coverage of the two countries customs records lead to significant discrepancies in the official bilateral trade flow statistics of these two countries: the DIAN database records 8 percent fewer transactions than the LFTTD database over the sample period, and the average export shipment size in the DIAN is roughly 4 percent smaller than the corresponding import shipment size in the LFTTD. These discrepancies are not due to difference in minimum shipment sizes and they are not particular to a few sectors, though they are more common among small shipments and they evolve over time. Second, if we rely exclusively on firms' names and addresses, ignoring other shipment characteristics (value, product code, etc.), we are able to match 85 percent of the value of U.S. imports from Colombia in our LFTTD sample with particular Colombian suppliers in the DIAN. Further, fully 97 percent of the value of Colombian exports to the U.S. can be mapped onto particular importers in the U.S. LFTTD. Third, however, match rates at the shipment level within buyer-seller pairs are low. That is, while buyers and sellers can be paired up fairly accurately, only 25-30 percent of the individual transactions in the customs records of the two countries can be matched using fuzzy algorithms at reasonable tolerance levels. Fourth, the manufacturer ID (MANUF_ID) that appears in the LFTTD implies there are roughly twice as many Colombian exporters as actually appear in the DIAN. And similar comments apply to an analogous MANUF_ID variable constructed from importer name and address information in the DIAN. Hence studies that treat each MANUF_ID value as a distinct firm are almost surely overstating the number of foreign firms that engage in trade with the U.S. by a substantial amount. Finally, we conclude that if countries were to require that exporters report standardized shipment identifiers'either invoice numbers or bill of lading/air waybill numbers'it would be far easier to track individual transactions and to identify international discrepancies in reporting.
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  • Working Paper

    Housing Booms and the U.S. Productivity Puzzle

    January 2020

    Authors: Jose Carreno

    Working Paper Number:

    CES-20-04

    The United States has been experiencing a slowdown in productivity growth for more than a decade. I exploit geographic variation across U.S. Metropolitan Statistical Areas (MSAs) to investigate the link between the 2006-2012 decline in house prices (the housing bust) and the productivity slowdown. Instrumental variable estimates support a causal relationship between the housing bust and the productivity slowdown. The results imply that one standard deviation decline in house prices translates into an increment of the productivity gap -- i.e. how much an MSA would have to grow to catch up with the trend -- by 6.9p.p., where the average gap is 14.51%. Using a newly-constructed capital expenditures measure at the MSA level, I find that the long investment slump that came out of the Great Recession explains an important part of this effect. Next, I document that the housing bust led to the investment slump and, ultimately, the productivity slowdown, mostly through the collapse in consumption expenditures that followed the bust. Lastly, I construct a quantitative general equilibrium model that rationalizes these empirical findings, and find that the housing bust is behind roughly 50 percent of the productivity slowdown.
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  • Working Paper

    What Do Establishments Do When Wages Increase? Evidence from Minimum Wages in the United States

    November 2019

    Authors: Yuci Chen

    Working Paper Number:

    CES-19-31

    I investigate how establishments adjust their production plans on various margins when wage rates increase. Exploiting state-by-year variation in minimum wage, I analyze U.S. manufacturing plants' responses over a 23-year period. Using instrumental variable method and Census Microdata, I find that when the hourly wage of production workers increases by one percent, manufacturing plants reduce the total hours worked by production workers by 0.7 percent and increase capital expenditures on machinery and equipment by 2.7 percent. The reduction in total hours worked by production workers is driven by intensive-margin changes. The estimated elasticity of substitution between capital and labor is 0.85. Following the wage increases, no statistically significant changes emerge in revenue, materials or total factor productivity. Additionally, I nd that when wage rates increase, establishments are more likely to exit the market. Finally, I provide evidence that when the minimum wage increases the wages of some of the establishments in a firm, the firm also increases the wages for its other establishments.
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  • Working Paper

    Addressing Data Gaps: Four New Lines of Inquiry in the 2017 Economic Census

    September 2019

    Working Paper Number:

    CES-19-28

    We describe four new lines of inquiry added to the 2017 Economic Census regarding (i) retail health clinics, (ii) management practices in health care services, (iii) self-service in retail and service industries, and (iv) water use in manufacturing and mining industries. These were proposed by economists from the U.S. Census Bureau's Center for Economic Studies in order to fill data gaps in current Census Bureau products concerning the U.S. economy. The new content addresses such issues as the rise in importance of health care and its complexity, the adoption of automation technologies, and the importance of measuring water, a critical input to many manufacturing and mining industries.
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  • Working Paper

    Re-engineering Key National Economic Indicators

    July 2019

    Working Paper Number:

    CES-19-22

    Traditional methods of collecting data from businesses and households face increasing challenges. These include declining response rates to surveys, increasing costs to traditional modes of data collection, and the difficulty of keeping pace with rapid changes in the economy. The digitization of virtually all market transactions offers the potential for re-engineering key national economic indicators. The challenge for the statistical system is how to operate in this data-rich environment. This paper focuses on the opportunities for collecting item-level data at the source and constructing key indicators using measurement methods consistent with such a data infrastructure. Ubiquitous digitization of transactions allows price and quantity be collected or aggregated simultaneously at the source. This new architecture for economic statistics creates challenges arising from the rapid change in items sold. The paper explores some recently proposed techniques for estimating price and quantity indices in large scale item-level data. Although those methods display tremendous promise, substantially more research is necessary before they will be ready to serve as the basis for the official economic statistics. Finally, the paper addresses implications for building national statistics from transactions for data collection and for the capabilities and organization of the statistical agencies in the 21st century.
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  • Working Paper

    Predictive Analytics and Organizational Architecture: Plant-Level Evidence from Census Data

    January 2019

    Working Paper Number:

    CES-19-02

    We examine trends in the use of predictive analytics for a sample of more than 25,000 manufacturing plants using proprietary data from the US Census Bureau. Comparing 2010 and 2015, we find that use of predictive analytics has increased markedly, with the greatest use in younger plants, professionally-managed firms, more educated workforces, and stable industries. Decisions on data to be gathered originate from headquarters and are associated with less delegation of decision-making and more widespread awareness of quantitative targets among plant employees. Performance targets become more accurate, long-term oriented, and linked to company-wide performance, and management incentives strengthen, both in terms of monetary bonuses and career outcomes. Plants increasing predictive analytics become more efficient, with lower inventory, increased volume of shipments, narrower product mix, reduced management payroll and increased use of flexible and temporary employees. Results are robust to a specification based on increased government demand for data.
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  • Working Paper

    Growing Oligopolies, Prices, Output, and Productivity

    November 2018

    Authors: Sharat Ganapati

    Working Paper Number:

    CES-18-48

    American industries have grown more concentrated over the last forty years. In the absence of productivity innovation, this should lead to price hikes and output reductions, decreasing consumer welfare. Using public data from 1972-2012, I use price data to disentangle revenue from output. Difference-in-difference estimates show that industry concentration increases are positively correlated to productivity and real output growth, uncorrelated with price changes and overall payroll, and negatively correlated with labor's revenue share. I rationalize these results in a simple model of competition. Productive industries (with growing oligopolists) expand real output and hold down prices, raising consumer welfare, while maintaining or reducing their workforces, lowering labor's share of output.
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