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)
U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES
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)
Current Population Survey (CPS)
Local Area Unemployment Statistics (LAUS)
National Industry-Occupation Employment Matrix (10-year, current/projected)
Occupational Employment Statistics (OES)
Occupational Education and Training Projections
Employment and Training Administration (ETA)
Characteristics of the Insured Unemployed
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)
Classification of Instructional Programs
Common Core of Data
U.S. RAILROAD RETIREMENT BOARD
Annual Railroad Retirement Act and Railroad Unemployment Insurance Act Statistical Tables
U.S. POSTAL SERVICE
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.