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U.S. Data Sources

U.S. Department of Commerce

Bureau of Economic Analysis

State Personal Income and Employment (SPI)

Local Area Personal Income and Employment (LPI)

National Income and Product Accounts (NIPA)

Annual Input-Output (I-O) Accounts

Benchmark Input-Output (I-O) Accounts

GDP by State

U.S. Census Bureau

American Community Survey (ACS)

County Business Patterns (CBP)

ZIP Code Business Patterns (ZBP)

Nonemployer Statistics (NES)

Quarterly Workforce Indicators (QWI)

OnTheMap (OTM)

TIGER/Line File (with additions by DM Solutions Group)

Population Estimates

U.S. National and State Population Projections

Census 2000 & 2010 Summary Files

Census of Government — State and Local

Government Finances by State

Journey-to-Work (JtW)

Consumer Expenditures Survey (CEX)

Current Population Survey (CPS)

Commodity Flow Survey (CFS)


National Center for Health Statistics

Health, United States

U.S. Department of Labor

Bureau of Labor Statistics

Quarterly Census of Employment and Wages (QCEW)

Current Employment Statistics (CES)

Local Area Unemployment Statistics (LAUS)

National Industry-Occupation Employment Matrix (NIOEM, 10-year, current/projected)

Occupational Employment Statistics (OES)

Occupational Education and Training Projections

Employment and Training Administration (ETA)

Characteristics of the Insured Unemployed (CIU)

National O*NET Consortium, O*NET Production Database

Wage and Hour Division

Minimum Wage Laws in the States

Oak Ridge National Laboratory

County-to-County Distance Matrix (Skim Tree)

U.S. Department of Education

National Center for Education Statistics

Integrated Postsecondary Education Data System (IPEDS)

Office of Educational Research and Improvement for the CIP – SOC crosswalk, Classification of Instructional Programs Crosswalk to Standard Occupational Classification

Common Core of Data

U.S. Railroad Retirement Board

Annual Railroad Retirement Act and Railroad

Unemployment Insurance Act Statistical Tables

U.S. Postal Service

Address Information Systems (AIS) Products, Delivery Statistics

USPS Delivery Statistics

USPS City State Product

Private Sources

State Sources

In addition to our federal sources, we use state-level industry projections produced by all 50 states.

Job Postings

Our job posting analytics are scraped from the web, aggregated, and restructured into a single dataset. We scrape tens of thousands of sites to compile our job posting data. On a given month, this consists of scraping between 6-8 million unique active postings from more than 90,000 companies.

Social Profiles

Profiles are scraped from publicly available information from the web, third-party resume databases and job boards, the recruiting industry, opt-in data from employers and applicant tracking systems, sales and marketing CRM databases, and various consumer/identity databases.