United States
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)
Longitudinal Employer-Household Dynamics (LEHD) Origin-Destination Employment Statistics (LODES)
Origin-Destination (OD)
Resident Area Characteristics (RAC)
Work Area Characteristics (WAC)
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 (10-year, current/projected)
Occupational Employment Statistics (OES)
Occupational Education and Training Projections
Employment and Training Administration (ETA)
Characteristics of the Insured Unemployed (CIU)
Occupational Information Network
National Center for O*NET Development
O*NET Database (see Dataset Chart for specific database per Lightcast datarun)
Original Source: U.S. Department of Labor, Employment and Training Administration
Creative Commons Attribution 4.0 International See: Usage License
Wage and Hour Division
Minimum Wage Laws in the United States
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. Department of Health and Human Services
National Center for Health Statistics
Health, United States
U.S. Postal Service
Address Information Systems (AIS) Products, Delivery Statistics
AIS Products, 5-Digit ZIP Product
AIS Products, City State Product
U.S. Railroad Retirement Board
Annual Railroad Retirement Act and Railroad Unemployment Insurance Act Statistical Tables
Oak Ridge National Laboratory
County-to-County Distance Matrix (Skim Tree)
Private sources
DatabaseUSA business-level data
State Sources
In addition to our federal sources, we use state-level industry projections produced by all 50 states.
Canada
Canadian Business Patterns (CBP):
Establishment Counts by Industry, CSD
Location Counts by Industry, CSD
Census and National Household Survey (2001, 2006, 2011, 2016):
Workplace-Based: Earnings by Class of Worker, Industry, CD
Workplace-Based: Employment by Class of Worker, Industry, CSD
Workplace-Based: Employment by Class of Worker, Industry, Occupation, Province
Survey of Employment, Payrolls and Hours (SEPH):
Annual Employment by Industry, Province/Territory
Annual Weekly Earnings by Industry, Province/Territory
Monthly Employment by Industry, Province/Territory
Monthly Weekly Earnings by Industry, Province/Territory
Labour Force Survey (LFS):
Annual Employment by Occupation, Class of Worker, Economic Region
Annual Employment by Industry, Economic Region
Annual Employment/Earnings (two-year rolling averages), Occupation, Employees, Economic Region
Canadian Occupational Projection System (COPS):
Industry Employment Projections, Canada
Occupation Employment Projections, Canada
Demographics:
CANSIM 17-10-0084-01 Historic Age/Gender, CD
CANSIM 17-10-0085-01 Historic Population Components, CD
CANSIM 17-10-0057-01 Projected Age/Gender, Province/Territory
CANSIM 13-10-0418-01 Fertility Rates
CANSIM 13-10-0710-01 Death Rates
Postsecondary Student Information System (PSIS):
Enrollments and Completions by Award Level, Program, Institution, CSD
United Kingdom
Office of National Statistics (ONS)
BRES- Business Register Employment Survey
WJS- Workforce Job Series
ASHE- Annual Survey of Hours and Earnings
APS- Annual Population Survey
Mid-Year Population Estimates
LFS- Labour Force Survey
MicroLFS- Labour Force Survey Microdata
Sub-National Population Projections
Census for England, Wales and Scotland (2001, 2006, 2011)
ABS- Annual Business Survey (previously ABI)
ABI- Annual Business Inquiry
Business Counts
Additional Data Sources
National Records of Scotland (NRS)
National Statistics Wales (NSW)
Department for Environment, Food and Rural Affairs (DEFRA)
Department for Education
Higher Education Statistics Agency
Industry Legacy Data
Lightcast Projections
O*Net
Job Centre Plus Claimant Counts
Job Postings
Our job postings 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. In a given month, this consists of scraping between 6 and 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.