What’s the Complete List of Sources Emsi Uses?

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 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)
• National O*NET Consortium, O*NET Production Database

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.

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.